在该项目中,你将使用生成式对抗网络(Generative Adversarial Nets)来生成新的人脸图像。
该项目将使用以下数据集:
由于 CelebA 数据集比较复杂,而且这是你第一次使用 GANs。我们想让你先在 MNIST 数据集上测试你的 GANs 模型,以让你更快的评估所建立模型的性能。
如果你在使用 FloydHub, 请将 data_dir 设置为 "/input" 并使用 FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x28c96e64860>
CelebFaces Attributes Dataset (CelebA) 是一个包含 20 多万张名人图片及相关图片说明的数据集。你将用此数据集生成人脸,不会用不到相关说明。你可以更改 show_n_images 探索此数据集。
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x28c96ed7be0>
由于该项目的重点是建立 GANs 模型,我们将为你预处理数据。
经过数据预处理,MNIST 和 CelebA 数据集的值在 28×28 维度图像的 [-0.5, 0.5] 范围内。CelebA 数据集中的图像裁剪了非脸部的图像部分,然后调整到 28x28 维度。
MNIST 数据集中的图像是单通道的黑白图像,CelebA 数据集中的图像是 三通道的 RGB 彩色图像。
你将通过部署以下函数来建立 GANs 的主要组成部分:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrain检查你是否使用正确的 TensorFlow 版本,并获取 GPU 型号
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
部署 model_inputs 函数以创建用于神经网络的 占位符 (TF Placeholders)。请创建以下占位符:
image_width,image_height 和 image_channels 设置为 rank 4。z_dim。返回占位符元组的形状为 (tensor of real input images, tensor of z data, learning rate)。
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], name='input_real')
input_z = tf.placeholder(tf.float32, [None, z_dim], name='input_z')
learning_rate = tf.placeholder(tf.float32)
return input_real, input_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
部署 discriminator 函数创建辨别器神经网络以辨别 images。该函数应能够重复使用神经网络中的各种变量。 在 tf.variable_scope 中使用 "discriminator" 的变量空间名来重复使用该函数中的变量。
该函数应返回形如 (tensor output of the discriminator, tensor logits of the discriminator) 的元组。
def discriminator(images, reuse=False, alpha=0.2):
"""
Create the discriminator network
:param image: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
x1 = tf.maximum(alpha * x1, x1)
# 14x14x64 now
x2 = tf.layers.conv2d(x1, 128, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=True)
x2 = tf.maximum(alpha * x2, x2)
# 7x7x128 now
x3 = tf.layers.conv2d(x2, 256, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=True)
x3 = tf.maximum(alpha * x3, x3)
# 4x4x256 now
flat = tf.reshape(x3, [-1, 4*4*256])
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
部署 generator 函数以使用 z 生成图像。该函数应能够重复使用神经网络中的各种变量。
在 tf.variable_scope 中使用 "generator" 的变量空间名来重复使用该函数中的变量。
该函数应返回所生成的 28 x 28 x out_channel_dim 维度图像。
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not is_train):
x1 = tf.layers.dense(z, 4*4*512)
x1 = tf.reshape(x1, [-1, 4, 4, 512])
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 4x4x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 4, strides=1, padding='valid')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 7x7x256 now
# out_height = in_height * stride + filter_height - 1
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 14x14x128 now
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=2, padding='same')
# 28x28xout_channel_dim now
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
部署 model_loss 函数训练并计算 GANs 的损失。该函数应返回形如 (discriminator loss, generator loss) 的元组。
使用你已实现的函数:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.ones_like(d_model_fake)))
d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.zeros_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
部署 model_opt 函数实现对 GANs 的优化。使用 tf.trainable_variables 获取可训练的所有变量。通过变量空间名 discriminator 和 generator 来过滤变量。该函数应返回形如 (discriminator training operation, generator training operation) 的元组。
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
g_vars = [var for var in t_vars if var.name.startswith('generator')]
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
部署 train 函数以建立并训练 GANs 模型。记得使用以下你已完成的函数:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)使用 show_generator_output 函数显示 generator 在训练过程中的输出。
注意:在每个批次 (batch) 中运行 show_generator_output 函数会显著增加训练时间与该 notebook 的体积。推荐每 100 批次输出一次 generator 的输出。
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, len(data_image_mode))
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
sample_z = np.random.uniform(-1, 1, size=(72, z_dim))
steps = 0
session_cfg = tf.ConfigProto()
session_cfg.gpu_options.allow_growth = True
with tf.Session(config=session_cfg) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
if steps % 10 == 0:
train_loss_d = sess.run(d_loss, feed_dict={input_real: batch_images, input_z: batch_z})
train_loss_g = sess.run(g_loss, feed_dict={input_z: batch_z})
print('Epoch: {}/{}'.format(epoch_i+1, epoch_count),
'Discriminator Loss: {:.4f}'.format(train_loss_d),
'Generator Loss: {:.4f}'.format(train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, len(batch_images), input_z, len(data_image_mode), data_image_mode)
在 MNIST 上测试你的 GANs 模型。经过 2 次迭代,GANs 应该能够生成类似手写数字的图像。确保生成器 (generator) 低于辨别器 (discriminator) 的损失,或接近 0。
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 8
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch: 1/8 Discriminator Loss: 0.7712 Generator Loss: 0.7863 Epoch: 1/8 Discriminator Loss: 0.4069 Generator Loss: 1.1708 Epoch: 1/8 Discriminator Loss: 0.0711 Generator Loss: 4.5702 Epoch: 1/8 Discriminator Loss: 0.1849 Generator Loss: 2.5178 Epoch: 1/8 Discriminator Loss: 0.2148 Generator Loss: 6.4486 Epoch: 1/8 Discriminator Loss: 1.2364 Generator Loss: 8.8684 Epoch: 1/8 Discriminator Loss: 0.7998 Generator Loss: 6.4957 Epoch: 1/8 Discriminator Loss: 0.2746 Generator Loss: 2.6754 Epoch: 1/8 Discriminator Loss: 0.1945 Generator Loss: 2.5745 Epoch: 1/8 Discriminator Loss: 0.5270 Generator Loss: 2.9053
Epoch: 1/8 Discriminator Loss: 0.1698 Generator Loss: 2.5472 Epoch: 1/8 Discriminator Loss: 0.3894 Generator Loss: 3.7007 Epoch: 1/8 Discriminator Loss: 0.1735 Generator Loss: 2.9745 Epoch: 1/8 Discriminator Loss: 0.1465 Generator Loss: 3.2396 Epoch: 1/8 Discriminator Loss: 0.4751 Generator Loss: 1.3257 Epoch: 1/8 Discriminator Loss: 0.4284 Generator Loss: 1.6698 Epoch: 1/8 Discriminator Loss: 0.1914 Generator Loss: 2.5242 Epoch: 1/8 Discriminator Loss: 0.2582 Generator Loss: 2.9337 Epoch: 1/8 Discriminator Loss: 0.1468 Generator Loss: 3.1154 Epoch: 1/8 Discriminator Loss: 0.1835 Generator Loss: 2.8811
Epoch: 1/8 Discriminator Loss: 0.4644 Generator Loss: 9.2538 Epoch: 1/8 Discriminator Loss: 0.2858 Generator Loss: 1.9509 Epoch: 1/8 Discriminator Loss: 0.1079 Generator Loss: 3.1445 Epoch: 1/8 Discriminator Loss: 0.0765 Generator Loss: 4.0934 Epoch: 1/8 Discriminator Loss: 0.1533 Generator Loss: 4.0927 Epoch: 1/8 Discriminator Loss: 0.0717 Generator Loss: 3.2260 Epoch: 1/8 Discriminator Loss: 0.0928 Generator Loss: 3.0014 Epoch: 1/8 Discriminator Loss: 0.0665 Generator Loss: 3.3072 Epoch: 1/8 Discriminator Loss: 0.3286 Generator Loss: 1.9996 Epoch: 1/8 Discriminator Loss: 0.7988 Generator Loss: 0.8227
Epoch: 1/8 Discriminator Loss: 0.1500 Generator Loss: 2.6491 Epoch: 1/8 Discriminator Loss: 0.2201 Generator Loss: 1.9240 Epoch: 1/8 Discriminator Loss: 0.3488 Generator Loss: 7.9374 Epoch: 1/8 Discriminator Loss: 2.4221 Generator Loss: 0.1384 Epoch: 1/8 Discriminator Loss: 0.6282 Generator Loss: 1.1805 Epoch: 1/8 Discriminator Loss: 0.3036 Generator Loss: 3.3867 Epoch: 1/8 Discriminator Loss: 0.7367 Generator Loss: 9.7104 Epoch: 1/8 Discriminator Loss: 0.4354 Generator Loss: 1.5168 Epoch: 1/8 Discriminator Loss: 0.3734 Generator Loss: 2.0182 Epoch: 1/8 Discriminator Loss: 0.7051 Generator Loss: 0.9198
Epoch: 1/8 Discriminator Loss: 1.0699 Generator Loss: 4.9418 Epoch: 1/8 Discriminator Loss: 0.3169 Generator Loss: 1.9286 Epoch: 1/8 Discriminator Loss: 0.4663 Generator Loss: 4.3197 Epoch: 1/8 Discriminator Loss: 0.2018 Generator Loss: 2.4555 Epoch: 1/8 Discriminator Loss: 0.3863 Generator Loss: 3.6739 Epoch: 1/8 Discriminator Loss: 0.2221 Generator Loss: 3.3437 Epoch: 2/8 Discriminator Loss: 0.3249 Generator Loss: 1.7455 Epoch: 2/8 Discriminator Loss: 0.1861 Generator Loss: 2.4934 Epoch: 2/8 Discriminator Loss: 0.1809 Generator Loss: 2.8970 Epoch: 2/8 Discriminator Loss: 0.2665 Generator Loss: 1.9064
Epoch: 2/8 Discriminator Loss: 0.1815 Generator Loss: 2.3499 Epoch: 2/8 Discriminator Loss: 0.2347 Generator Loss: 2.5085 Epoch: 2/8 Discriminator Loss: 0.2169 Generator Loss: 2.5029 Epoch: 2/8 Discriminator Loss: 0.4537 Generator Loss: 1.2533 Epoch: 2/8 Discriminator Loss: 0.2197 Generator Loss: 2.5612 Epoch: 2/8 Discriminator Loss: 0.2753 Generator Loss: 1.8224 Epoch: 2/8 Discriminator Loss: 0.1406 Generator Loss: 2.4263 Epoch: 2/8 Discriminator Loss: 0.3106 Generator Loss: 3.2685 Epoch: 2/8 Discriminator Loss: 0.3721 Generator Loss: 1.6250 Epoch: 2/8 Discriminator Loss: 0.2670 Generator Loss: 2.0194
Epoch: 2/8 Discriminator Loss: 0.2011 Generator Loss: 2.5147 Epoch: 2/8 Discriminator Loss: 0.1671 Generator Loss: 2.5787 Epoch: 2/8 Discriminator Loss: 0.2415 Generator Loss: 1.9422 Epoch: 2/8 Discriminator Loss: 0.2056 Generator Loss: 1.9763 Epoch: 2/8 Discriminator Loss: 0.1599 Generator Loss: 2.3728 Epoch: 2/8 Discriminator Loss: 0.2252 Generator Loss: 2.0031 Epoch: 2/8 Discriminator Loss: 0.3848 Generator Loss: 2.3955 Epoch: 2/8 Discriminator Loss: 0.2422 Generator Loss: 2.1003 Epoch: 2/8 Discriminator Loss: 0.1250 Generator Loss: 3.0012 Epoch: 2/8 Discriminator Loss: 0.3126 Generator Loss: 1.7205
Epoch: 2/8 Discriminator Loss: 0.1636 Generator Loss: 2.5692 Epoch: 2/8 Discriminator Loss: 0.1239 Generator Loss: 2.8038 Epoch: 2/8 Discriminator Loss: 0.1490 Generator Loss: 2.3720 Epoch: 2/8 Discriminator Loss: 0.1286 Generator Loss: 2.8222 Epoch: 2/8 Discriminator Loss: 0.0975 Generator Loss: 2.9526 Epoch: 2/8 Discriminator Loss: 0.1351 Generator Loss: 2.4623 Epoch: 2/8 Discriminator Loss: 0.0736 Generator Loss: 3.6906 Epoch: 2/8 Discriminator Loss: 0.1730 Generator Loss: 2.2617 Epoch: 2/8 Discriminator Loss: 0.1252 Generator Loss: 2.6568 Epoch: 2/8 Discriminator Loss: 7.3037 Generator Loss: 12.8793
Epoch: 2/8 Discriminator Loss: 0.4189 Generator Loss: 1.6662 Epoch: 2/8 Discriminator Loss: 0.2973 Generator Loss: 2.4840 Epoch: 2/8 Discriminator Loss: 0.2822 Generator Loss: 1.7752 Epoch: 2/8 Discriminator Loss: 0.2765 Generator Loss: 1.7657 Epoch: 2/8 Discriminator Loss: 0.2280 Generator Loss: 2.0486 Epoch: 2/8 Discriminator Loss: 0.1734 Generator Loss: 2.6795 Epoch: 2/8 Discriminator Loss: 0.1960 Generator Loss: 2.2319 Epoch: 2/8 Discriminator Loss: 0.0955 Generator Loss: 3.2155 Epoch: 2/8 Discriminator Loss: 0.1202 Generator Loss: 2.6609 Epoch: 2/8 Discriminator Loss: 0.0937 Generator Loss: 3.2764
Epoch: 2/8 Discriminator Loss: 0.2549 Generator Loss: 1.8805 Epoch: 2/8 Discriminator Loss: 0.2127 Generator Loss: 2.0073 Epoch: 2/8 Discriminator Loss: 0.2184 Generator Loss: 1.9449 Epoch: 3/8 Discriminator Loss: 0.0924 Generator Loss: 3.3391 Epoch: 3/8 Discriminator Loss: 0.1000 Generator Loss: 2.8161 Epoch: 3/8 Discriminator Loss: 0.7942 Generator Loss: 1.0075 Epoch: 3/8 Discriminator Loss: 0.3738 Generator Loss: 1.7844 Epoch: 3/8 Discriminator Loss: 0.3620 Generator Loss: 1.5093 Epoch: 3/8 Discriminator Loss: 0.2496 Generator Loss: 2.1117 Epoch: 3/8 Discriminator Loss: 0.0825 Generator Loss: 3.4082
Epoch: 3/8 Discriminator Loss: 0.1124 Generator Loss: 2.9593 Epoch: 3/8 Discriminator Loss: 0.1755 Generator Loss: 2.2405 Epoch: 3/8 Discriminator Loss: 0.1157 Generator Loss: 2.6316 Epoch: 3/8 Discriminator Loss: 0.0838 Generator Loss: 3.0384 Epoch: 3/8 Discriminator Loss: 0.1297 Generator Loss: 2.6355 Epoch: 3/8 Discriminator Loss: 0.1471 Generator Loss: 2.5642 Epoch: 3/8 Discriminator Loss: 0.1149 Generator Loss: 2.9541 Epoch: 3/8 Discriminator Loss: 0.0771 Generator Loss: 3.1174 Epoch: 3/8 Discriminator Loss: 0.0392 Generator Loss: 5.0986 Epoch: 3/8 Discriminator Loss: 0.0816 Generator Loss: 3.0632
Epoch: 3/8 Discriminator Loss: 0.0731 Generator Loss: 3.6263 Epoch: 3/8 Discriminator Loss: 0.0781 Generator Loss: 2.9600 Epoch: 3/8 Discriminator Loss: 0.0707 Generator Loss: 3.7216 Epoch: 3/8 Discriminator Loss: 0.0476 Generator Loss: 3.9488 Epoch: 3/8 Discriminator Loss: 0.0676 Generator Loss: 3.5499 Epoch: 3/8 Discriminator Loss: 0.0793 Generator Loss: 3.1690 Epoch: 3/8 Discriminator Loss: 0.1413 Generator Loss: 2.4131 Epoch: 3/8 Discriminator Loss: 0.0550 Generator Loss: 3.7610 Epoch: 3/8 Discriminator Loss: 0.0576 Generator Loss: 3.8407 Epoch: 3/8 Discriminator Loss: 0.0792 Generator Loss: 3.1888
Epoch: 3/8 Discriminator Loss: 0.2161 Generator Loss: 5.4146 Epoch: 3/8 Discriminator Loss: 0.5378 Generator Loss: 2.1809 Epoch: 3/8 Discriminator Loss: 0.3044 Generator Loss: 2.1206 Epoch: 3/8 Discriminator Loss: 0.2906 Generator Loss: 1.7899 Epoch: 3/8 Discriminator Loss: 0.1662 Generator Loss: 3.0485 Epoch: 3/8 Discriminator Loss: 0.1663 Generator Loss: 2.5545 Epoch: 3/8 Discriminator Loss: 0.1039 Generator Loss: 3.1535 Epoch: 3/8 Discriminator Loss: 0.1454 Generator Loss: 2.4285 Epoch: 3/8 Discriminator Loss: 0.1619 Generator Loss: 2.5172 Epoch: 3/8 Discriminator Loss: 0.1651 Generator Loss: 2.3941
Epoch: 3/8 Discriminator Loss: 0.1219 Generator Loss: 2.6114 Epoch: 3/8 Discriminator Loss: 0.1099 Generator Loss: 2.7198 Epoch: 3/8 Discriminator Loss: 5.1252 Generator Loss: 11.1276 Epoch: 3/8 Discriminator Loss: 0.5880 Generator Loss: 2.6378 Epoch: 3/8 Discriminator Loss: 0.5132 Generator Loss: 1.4886 Epoch: 3/8 Discriminator Loss: 0.3938 Generator Loss: 2.5701 Epoch: 3/8 Discriminator Loss: 0.3159 Generator Loss: 1.7122 Epoch: 3/8 Discriminator Loss: 0.1476 Generator Loss: 2.8475 Epoch: 3/8 Discriminator Loss: 0.1827 Generator Loss: 2.2707 Epoch: 3/8 Discriminator Loss: 0.1270 Generator Loss: 3.3559
Epoch: 4/8 Discriminator Loss: 0.1033 Generator Loss: 2.9642 Epoch: 4/8 Discriminator Loss: 0.1064 Generator Loss: 3.2326 Epoch: 4/8 Discriminator Loss: 0.2322 Generator Loss: 1.8786 Epoch: 4/8 Discriminator Loss: 0.0834 Generator Loss: 3.1915 Epoch: 4/8 Discriminator Loss: 0.0826 Generator Loss: 2.9772 Epoch: 4/8 Discriminator Loss: 0.0457 Generator Loss: 4.1070 Epoch: 4/8 Discriminator Loss: 0.1887 Generator Loss: 2.0635 Epoch: 4/8 Discriminator Loss: 0.0446 Generator Loss: 4.0551 Epoch: 4/8 Discriminator Loss: 0.1761 Generator Loss: 2.1048 Epoch: 4/8 Discriminator Loss: 0.0489 Generator Loss: 4.2291
Epoch: 4/8 Discriminator Loss: 0.0619 Generator Loss: 3.3416 Epoch: 4/8 Discriminator Loss: 0.0440 Generator Loss: 4.0849 Epoch: 4/8 Discriminator Loss: 0.0364 Generator Loss: 4.1005 Epoch: 4/8 Discriminator Loss: 0.0737 Generator Loss: 3.3496 Epoch: 4/8 Discriminator Loss: 0.1847 Generator Loss: 2.1077 Epoch: 4/8 Discriminator Loss: 0.1870 Generator Loss: 2.0455 Epoch: 4/8 Discriminator Loss: 2.4712 Generator Loss: 2.9225 Epoch: 4/8 Discriminator Loss: 0.7675 Generator Loss: 1.5127 Epoch: 4/8 Discriminator Loss: 0.9054 Generator Loss: 1.1815 Epoch: 4/8 Discriminator Loss: 0.6639 Generator Loss: 1.2345
Epoch: 4/8 Discriminator Loss: 1.0326 Generator Loss: 0.6351 Epoch: 4/8 Discriminator Loss: 0.6020 Generator Loss: 1.6880 Epoch: 4/8 Discriminator Loss: 0.3379 Generator Loss: 2.4003 Epoch: 4/8 Discriminator Loss: 0.3568 Generator Loss: 2.2023 Epoch: 4/8 Discriminator Loss: 0.2328 Generator Loss: 2.2144 Epoch: 4/8 Discriminator Loss: 0.3058 Generator Loss: 2.9613 Epoch: 4/8 Discriminator Loss: 0.1021 Generator Loss: 4.3540 Epoch: 4/8 Discriminator Loss: 0.2264 Generator Loss: 2.8754 Epoch: 4/8 Discriminator Loss: 0.2282 Generator Loss: 1.8587 Epoch: 4/8 Discriminator Loss: 0.1003 Generator Loss: 3.0422
Epoch: 4/8 Discriminator Loss: 0.0803 Generator Loss: 3.8751 Epoch: 4/8 Discriminator Loss: 0.2653 Generator Loss: 1.6982 Epoch: 4/8 Discriminator Loss: 0.0992 Generator Loss: 3.0525 Epoch: 4/8 Discriminator Loss: 0.1137 Generator Loss: 3.1344 Epoch: 4/8 Discriminator Loss: 0.0778 Generator Loss: 3.5370 Epoch: 4/8 Discriminator Loss: 0.0521 Generator Loss: 3.6616 Epoch: 4/8 Discriminator Loss: 0.0511 Generator Loss: 4.3967 Epoch: 4/8 Discriminator Loss: 0.0781 Generator Loss: 3.0828 Epoch: 4/8 Discriminator Loss: 0.1940 Generator Loss: 2.3988 Epoch: 4/8 Discriminator Loss: 0.0734 Generator Loss: 3.2766
Epoch: 4/8 Discriminator Loss: 0.0646 Generator Loss: 3.6445 Epoch: 4/8 Discriminator Loss: 0.0356 Generator Loss: 6.7353 Epoch: 4/8 Discriminator Loss: 0.0370 Generator Loss: 4.5496 Epoch: 4/8 Discriminator Loss: 0.1425 Generator Loss: 3.0878 Epoch: 4/8 Discriminator Loss: 0.3265 Generator Loss: 1.6131 Epoch: 4/8 Discriminator Loss: 0.1343 Generator Loss: 3.8888 Epoch: 4/8 Discriminator Loss: 0.3558 Generator Loss: 1.4125 Epoch: 5/8 Discriminator Loss: 2.5377 Generator Loss: 3.0773 Epoch: 5/8 Discriminator Loss: 0.9071 Generator Loss: 0.9571 Epoch: 5/8 Discriminator Loss: 0.3539 Generator Loss: 1.9332
Epoch: 5/8 Discriminator Loss: 0.2704 Generator Loss: 1.9711 Epoch: 5/8 Discriminator Loss: 0.1248 Generator Loss: 2.7161 Epoch: 5/8 Discriminator Loss: 0.2180 Generator Loss: 1.9452 Epoch: 5/8 Discriminator Loss: 0.2122 Generator Loss: 2.0295 Epoch: 5/8 Discriminator Loss: 0.1034 Generator Loss: 3.6775 Epoch: 5/8 Discriminator Loss: 0.0738 Generator Loss: 3.3683 Epoch: 5/8 Discriminator Loss: 0.1092 Generator Loss: 2.6806 Epoch: 5/8 Discriminator Loss: 0.0565 Generator Loss: 3.5227 Epoch: 5/8 Discriminator Loss: 0.0558 Generator Loss: 3.5585 Epoch: 5/8 Discriminator Loss: 0.1851 Generator Loss: 2.2471
Epoch: 5/8 Discriminator Loss: 0.0301 Generator Loss: 4.4802 Epoch: 5/8 Discriminator Loss: 0.0762 Generator Loss: 3.1034 Epoch: 5/8 Discriminator Loss: 0.0373 Generator Loss: 4.9847 Epoch: 5/8 Discriminator Loss: 0.3055 Generator Loss: 1.5942 Epoch: 5/8 Discriminator Loss: 0.1660 Generator Loss: 2.1854 Epoch: 5/8 Discriminator Loss: 0.0286 Generator Loss: 4.6322 Epoch: 5/8 Discriminator Loss: 2.5155 Generator Loss: 0.1203 Epoch: 5/8 Discriminator Loss: 0.6806 Generator Loss: 1.9049 Epoch: 5/8 Discriminator Loss: 0.5183 Generator Loss: 1.2782 Epoch: 5/8 Discriminator Loss: 0.3558 Generator Loss: 1.9645
Epoch: 5/8 Discriminator Loss: 0.2865 Generator Loss: 1.7138 Epoch: 5/8 Discriminator Loss: 0.2265 Generator Loss: 1.9567 Epoch: 5/8 Discriminator Loss: 0.1389 Generator Loss: 3.1308 Epoch: 5/8 Discriminator Loss: 0.0942 Generator Loss: 2.9306 Epoch: 5/8 Discriminator Loss: 0.1027 Generator Loss: 3.1666 Epoch: 5/8 Discriminator Loss: 0.1950 Generator Loss: 2.1357 Epoch: 5/8 Discriminator Loss: 0.0357 Generator Loss: 5.0635 Epoch: 5/8 Discriminator Loss: 0.0644 Generator Loss: 3.6252 Epoch: 5/8 Discriminator Loss: 0.0698 Generator Loss: 3.5635 Epoch: 5/8 Discriminator Loss: 0.0426 Generator Loss: 5.2941
Epoch: 5/8 Discriminator Loss: 0.4638 Generator Loss: 1.2033 Epoch: 5/8 Discriminator Loss: 0.0836 Generator Loss: 3.1872 Epoch: 5/8 Discriminator Loss: 0.0615 Generator Loss: 4.2077 Epoch: 5/8 Discriminator Loss: 0.0361 Generator Loss: 4.5783 Epoch: 5/8 Discriminator Loss: 0.0319 Generator Loss: 5.1739 Epoch: 5/8 Discriminator Loss: 0.0519 Generator Loss: 4.9396 Epoch: 5/8 Discriminator Loss: 0.0397 Generator Loss: 4.1410 Epoch: 5/8 Discriminator Loss: 0.0461 Generator Loss: 3.8958 Epoch: 5/8 Discriminator Loss: 0.2758 Generator Loss: 1.7071 Epoch: 5/8 Discriminator Loss: 0.1250 Generator Loss: 2.4954
Epoch: 5/8 Discriminator Loss: 0.0641 Generator Loss: 3.3315 Epoch: 5/8 Discriminator Loss: 0.0664 Generator Loss: 3.1721 Epoch: 5/8 Discriminator Loss: 9.6940 Generator Loss: 13.7732 Epoch: 5/8 Discriminator Loss: 0.3137 Generator Loss: 2.2744 Epoch: 6/8 Discriminator Loss: 1.1740 Generator Loss: 2.3733 Epoch: 6/8 Discriminator Loss: 0.5603 Generator Loss: 2.2676 Epoch: 6/8 Discriminator Loss: 0.5263 Generator Loss: 1.2658 Epoch: 6/8 Discriminator Loss: 0.1653 Generator Loss: 2.4080 Epoch: 6/8 Discriminator Loss: 0.1175 Generator Loss: 2.7508 Epoch: 6/8 Discriminator Loss: 0.0988 Generator Loss: 2.7744
Epoch: 6/8 Discriminator Loss: 0.3451 Generator Loss: 5.2467 Epoch: 6/8 Discriminator Loss: 0.7980 Generator Loss: 2.1925 Epoch: 6/8 Discriminator Loss: 0.6860 Generator Loss: 2.6495 Epoch: 6/8 Discriminator Loss: 0.4705 Generator Loss: 1.8721 Epoch: 6/8 Discriminator Loss: 0.6338 Generator Loss: 3.6503 Epoch: 6/8 Discriminator Loss: 0.2782 Generator Loss: 1.8563 Epoch: 6/8 Discriminator Loss: 0.1691 Generator Loss: 2.9054 Epoch: 6/8 Discriminator Loss: 0.3046 Generator Loss: 1.7637 Epoch: 6/8 Discriminator Loss: 0.0985 Generator Loss: 4.4633 Epoch: 6/8 Discriminator Loss: 0.1827 Generator Loss: 2.2364
Epoch: 6/8 Discriminator Loss: 0.0672 Generator Loss: 3.6416 Epoch: 6/8 Discriminator Loss: 0.1828 Generator Loss: 2.1327 Epoch: 6/8 Discriminator Loss: 0.0379 Generator Loss: 4.3305 Epoch: 6/8 Discriminator Loss: 0.1017 Generator Loss: 2.8505 Epoch: 6/8 Discriminator Loss: 0.0731 Generator Loss: 3.3902 Epoch: 6/8 Discriminator Loss: 0.0445 Generator Loss: 4.8942 Epoch: 6/8 Discriminator Loss: 0.1009 Generator Loss: 4.8363 Epoch: 6/8 Discriminator Loss: 0.0682 Generator Loss: 4.1855 Epoch: 6/8 Discriminator Loss: 0.0369 Generator Loss: 4.3110 Epoch: 6/8 Discriminator Loss: 0.0518 Generator Loss: 3.4893
Epoch: 6/8 Discriminator Loss: 0.0226 Generator Loss: 5.7444 Epoch: 6/8 Discriminator Loss: 0.1143 Generator Loss: 2.5385 Epoch: 6/8 Discriminator Loss: 1.5061 Generator Loss: 4.5622 Epoch: 6/8 Discriminator Loss: 0.4162 Generator Loss: 2.1567 Epoch: 6/8 Discriminator Loss: 0.4906 Generator Loss: 1.4502 Epoch: 6/8 Discriminator Loss: 0.3226 Generator Loss: 2.4365 Epoch: 6/8 Discriminator Loss: 2.7400 Generator Loss: 7.8204 Epoch: 6/8 Discriminator Loss: 0.7552 Generator Loss: 1.7971 Epoch: 6/8 Discriminator Loss: 0.4397 Generator Loss: 1.9995 Epoch: 6/8 Discriminator Loss: 0.3310 Generator Loss: 2.1294
Epoch: 6/8 Discriminator Loss: 0.2118 Generator Loss: 2.6132 Epoch: 6/8 Discriminator Loss: 0.2132 Generator Loss: 2.2763 Epoch: 6/8 Discriminator Loss: 0.2212 Generator Loss: 2.2290 Epoch: 6/8 Discriminator Loss: 0.2070 Generator Loss: 2.0468 Epoch: 6/8 Discriminator Loss: 0.1160 Generator Loss: 2.5663 Epoch: 6/8 Discriminator Loss: 0.2005 Generator Loss: 2.0934 Epoch: 6/8 Discriminator Loss: 0.0509 Generator Loss: 3.8283 Epoch: 6/8 Discriminator Loss: 0.0718 Generator Loss: 3.8183 Epoch: 6/8 Discriminator Loss: 0.1099 Generator Loss: 2.6907 Epoch: 6/8 Discriminator Loss: 0.0449 Generator Loss: 3.8990
Epoch: 7/8 Discriminator Loss: 0.0669 Generator Loss: 3.4864 Epoch: 7/8 Discriminator Loss: 0.0579 Generator Loss: 5.1591 Epoch: 7/8 Discriminator Loss: 0.1455 Generator Loss: 2.4192 Epoch: 7/8 Discriminator Loss: 0.3641 Generator Loss: 1.4471 Epoch: 7/8 Discriminator Loss: 0.0279 Generator Loss: 4.5549 Epoch: 7/8 Discriminator Loss: 0.0378 Generator Loss: 4.1595 Epoch: 7/8 Discriminator Loss: 0.1005 Generator Loss: 2.7444 Epoch: 7/8 Discriminator Loss: 0.0927 Generator Loss: 2.9346 Epoch: 7/8 Discriminator Loss: 0.0188 Generator Loss: 5.2674 Epoch: 7/8 Discriminator Loss: 0.0675 Generator Loss: 3.4542
Epoch: 7/8 Discriminator Loss: 0.0470 Generator Loss: 4.1730 Epoch: 7/8 Discriminator Loss: 0.0212 Generator Loss: 5.8643 Epoch: 7/8 Discriminator Loss: 0.0378 Generator Loss: 4.0674 Epoch: 7/8 Discriminator Loss: 0.0223 Generator Loss: 4.8125 Epoch: 7/8 Discriminator Loss: 0.0252 Generator Loss: 7.0782 Epoch: 7/8 Discriminator Loss: 0.0167 Generator Loss: 6.0475 Epoch: 7/8 Discriminator Loss: 0.0675 Generator Loss: 3.1950 Epoch: 7/8 Discriminator Loss: 0.0211 Generator Loss: 5.8353 Epoch: 7/8 Discriminator Loss: 0.0301 Generator Loss: 4.3437 Epoch: 7/8 Discriminator Loss: 0.4332 Generator Loss: 1.3120
Epoch: 7/8 Discriminator Loss: 1.5239 Generator Loss: 0.3652 Epoch: 7/8 Discriminator Loss: 0.4693 Generator Loss: 1.3620 Epoch: 7/8 Discriminator Loss: 0.3228 Generator Loss: 2.3233 Epoch: 7/8 Discriminator Loss: 0.2465 Generator Loss: 2.7361 Epoch: 7/8 Discriminator Loss: 0.1428 Generator Loss: 2.6866 Epoch: 7/8 Discriminator Loss: 0.0658 Generator Loss: 3.4186 Epoch: 7/8 Discriminator Loss: 0.0766 Generator Loss: 4.2714 Epoch: 7/8 Discriminator Loss: 0.0574 Generator Loss: 3.8069 Epoch: 7/8 Discriminator Loss: 0.0438 Generator Loss: 4.0201 Epoch: 7/8 Discriminator Loss: 0.5683 Generator Loss: 2.5394
Epoch: 7/8 Discriminator Loss: 0.5898 Generator Loss: 1.6199 Epoch: 7/8 Discriminator Loss: 0.5553 Generator Loss: 1.4919 Epoch: 7/8 Discriminator Loss: 0.6234 Generator Loss: 3.0574 Epoch: 7/8 Discriminator Loss: 0.6391 Generator Loss: 3.1547 Epoch: 7/8 Discriminator Loss: 0.3704 Generator Loss: 1.6866 Epoch: 7/8 Discriminator Loss: 0.3563 Generator Loss: 3.7281 Epoch: 7/8 Discriminator Loss: 0.3111 Generator Loss: 3.3612 Epoch: 7/8 Discriminator Loss: 0.2469 Generator Loss: 2.0627 Epoch: 7/8 Discriminator Loss: 0.3160 Generator Loss: 1.6693 Epoch: 7/8 Discriminator Loss: 0.2662 Generator Loss: 1.8953
Epoch: 7/8 Discriminator Loss: 0.1697 Generator Loss: 2.4375 Epoch: 7/8 Discriminator Loss: 0.1138 Generator Loss: 3.0112 Epoch: 7/8 Discriminator Loss: 0.1004 Generator Loss: 3.6379 Epoch: 7/8 Discriminator Loss: 0.4225 Generator Loss: 1.5057 Epoch: 7/8 Discriminator Loss: 0.1661 Generator Loss: 2.2972 Epoch: 7/8 Discriminator Loss: 0.0417 Generator Loss: 4.3201 Epoch: 7/8 Discriminator Loss: 0.0897 Generator Loss: 2.9580 Epoch: 8/8 Discriminator Loss: 0.0890 Generator Loss: 2.9551 Epoch: 8/8 Discriminator Loss: 0.0464 Generator Loss: 3.9486 Epoch: 8/8 Discriminator Loss: 0.0595 Generator Loss: 4.4200
Epoch: 8/8 Discriminator Loss: 2.1883 Generator Loss: 2.4162 Epoch: 8/8 Discriminator Loss: 0.9711 Generator Loss: 0.9065 Epoch: 8/8 Discriminator Loss: 0.9413 Generator Loss: 0.8034 Epoch: 8/8 Discriminator Loss: 0.6612 Generator Loss: 1.4857 Epoch: 8/8 Discriminator Loss: 0.8628 Generator Loss: 2.5449 Epoch: 8/8 Discriminator Loss: 0.5180 Generator Loss: 2.1784 Epoch: 8/8 Discriminator Loss: 0.4924 Generator Loss: 1.4932 Epoch: 8/8 Discriminator Loss: 0.2937 Generator Loss: 1.7748 Epoch: 8/8 Discriminator Loss: 0.5958 Generator Loss: 1.3004 Epoch: 8/8 Discriminator Loss: 0.3303 Generator Loss: 1.9369
Epoch: 8/8 Discriminator Loss: 0.4522 Generator Loss: 1.3799 Epoch: 8/8 Discriminator Loss: 0.2929 Generator Loss: 1.9226 Epoch: 8/8 Discriminator Loss: 0.2645 Generator Loss: 1.8736 Epoch: 8/8 Discriminator Loss: 0.3257 Generator Loss: 1.6500 Epoch: 8/8 Discriminator Loss: 0.1438 Generator Loss: 2.6421 Epoch: 8/8 Discriminator Loss: 0.2032 Generator Loss: 2.0447 Epoch: 8/8 Discriminator Loss: 0.2373 Generator Loss: 2.0351 Epoch: 8/8 Discriminator Loss: 0.0633 Generator Loss: 3.6722 Epoch: 8/8 Discriminator Loss: 0.1217 Generator Loss: 2.7450 Epoch: 8/8 Discriminator Loss: 0.1294 Generator Loss: 2.8417
Epoch: 8/8 Discriminator Loss: 0.1175 Generator Loss: 3.5025 Epoch: 8/8 Discriminator Loss: 0.1336 Generator Loss: 2.5506 Epoch: 8/8 Discriminator Loss: 0.0522 Generator Loss: 3.7265 Epoch: 8/8 Discriminator Loss: 0.0585 Generator Loss: 3.6076 Epoch: 8/8 Discriminator Loss: 0.0690 Generator Loss: 3.3748 Epoch: 8/8 Discriminator Loss: 0.0574 Generator Loss: 3.8591 Epoch: 8/8 Discriminator Loss: 0.0721 Generator Loss: 3.5026 Epoch: 8/8 Discriminator Loss: 0.0892 Generator Loss: 3.0490 Epoch: 8/8 Discriminator Loss: 0.0466 Generator Loss: 3.7098 Epoch: 8/8 Discriminator Loss: 0.1172 Generator Loss: 2.6183
Epoch: 8/8 Discriminator Loss: 0.0698 Generator Loss: 4.0620 Epoch: 8/8 Discriminator Loss: 0.4685 Generator Loss: 1.5661 Epoch: 8/8 Discriminator Loss: 0.3147 Generator Loss: 1.6714 Epoch: 8/8 Discriminator Loss: 0.1655 Generator Loss: 2.4589 Epoch: 8/8 Discriminator Loss: 0.1198 Generator Loss: 3.1429 Epoch: 8/8 Discriminator Loss: 0.0529 Generator Loss: 3.8841 Epoch: 8/8 Discriminator Loss: 0.1050 Generator Loss: 2.8503 Epoch: 8/8 Discriminator Loss: 0.2814 Generator Loss: 1.6902 Epoch: 8/8 Discriminator Loss: 0.0420 Generator Loss: 4.4888 Epoch: 8/8 Discriminator Loss: 0.0365 Generator Loss: 5.8527
Epoch: 8/8 Discriminator Loss: 0.0402 Generator Loss: 3.9216 Epoch: 8/8 Discriminator Loss: 0.0238 Generator Loss: 4.8569 Epoch: 8/8 Discriminator Loss: 0.0301 Generator Loss: 4.9412 Epoch: 8/8 Discriminator Loss: 0.0369 Generator Loss: 4.3494
在 CelebA 上运行你的 GANs 模型。在一般的GPU上运行每次迭代大约需要 20 分钟。你可以运行整个迭代,或者当 GANs 开始产生真实人脸图像时停止它。
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 16
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch: 1/16 Discriminator Loss: 0.8914 Generator Loss: 1.0087 Epoch: 1/16 Discriminator Loss: 1.3492 Generator Loss: 0.3601 Epoch: 1/16 Discriminator Loss: 0.3419 Generator Loss: 1.9170 Epoch: 1/16 Discriminator Loss: 0.2695 Generator Loss: 6.3826 Epoch: 1/16 Discriminator Loss: 3.3514 Generator Loss: 0.0412 Epoch: 1/16 Discriminator Loss: 2.1674 Generator Loss: 0.1330 Epoch: 1/16 Discriminator Loss: 0.2825 Generator Loss: 3.2726 Epoch: 1/16 Discriminator Loss: 0.1242 Generator Loss: 7.9504 Epoch: 1/16 Discriminator Loss: 0.3839 Generator Loss: 7.2135 Epoch: 1/16 Discriminator Loss: 0.8711 Generator Loss: 6.1374
Epoch: 1/16 Discriminator Loss: 0.2254 Generator Loss: 2.5678 Epoch: 1/16 Discriminator Loss: 0.1414 Generator Loss: 2.6517 Epoch: 1/16 Discriminator Loss: 0.2961 Generator Loss: 1.6763 Epoch: 1/16 Discriminator Loss: 0.0766 Generator Loss: 4.4702 Epoch: 1/16 Discriminator Loss: 0.1384 Generator Loss: 3.1032 Epoch: 1/16 Discriminator Loss: 0.0939 Generator Loss: 3.0509 Epoch: 1/16 Discriminator Loss: 0.0542 Generator Loss: 3.6010 Epoch: 1/16 Discriminator Loss: 0.1079 Generator Loss: 2.7759 Epoch: 1/16 Discriminator Loss: 0.0977 Generator Loss: 2.7881 Epoch: 1/16 Discriminator Loss: 0.0724 Generator Loss: 3.0953
Epoch: 1/16 Discriminator Loss: 0.0650 Generator Loss: 3.3636 Epoch: 1/16 Discriminator Loss: 0.3553 Generator Loss: 1.2671 Epoch: 1/16 Discriminator Loss: 0.0246 Generator Loss: 4.1412 Epoch: 1/16 Discriminator Loss: 0.0031 Generator Loss: 12.5936 Epoch: 1/16 Discriminator Loss: 0.0460 Generator Loss: 3.5237 Epoch: 1/16 Discriminator Loss: 0.0687 Generator Loss: 2.9969 Epoch: 1/16 Discriminator Loss: 0.0965 Generator Loss: 4.1021 Epoch: 1/16 Discriminator Loss: 0.0748 Generator Loss: 12.8331 Epoch: 1/16 Discriminator Loss: 0.1981 Generator Loss: 1.7703 Epoch: 1/16 Discriminator Loss: 0.0689 Generator Loss: 2.7458
Epoch: 1/16 Discriminator Loss: 4.8101 Generator Loss: 0.0089 Epoch: 1/16 Discriminator Loss: 1.3221 Generator Loss: 0.3303 Epoch: 1/16 Discriminator Loss: 0.0566 Generator Loss: 4.0126 Epoch: 1/16 Discriminator Loss: 0.0838 Generator Loss: 3.1542 Epoch: 1/16 Discriminator Loss: 0.1570 Generator Loss: 7.1712 Epoch: 1/16 Discriminator Loss: 0.0247 Generator Loss: 4.7990 Epoch: 1/16 Discriminator Loss: 0.1958 Generator Loss: 1.9567 Epoch: 1/16 Discriminator Loss: 0.0754 Generator Loss: 3.4696 Epoch: 1/16 Discriminator Loss: 0.6638 Generator Loss: 10.4774 Epoch: 1/16 Discriminator Loss: 0.9228 Generator Loss: 12.3204
Epoch: 1/16 Discriminator Loss: 0.4433 Generator Loss: 2.4471 Epoch: 1/16 Discriminator Loss: 0.3136 Generator Loss: 1.7630 Epoch: 1/16 Discriminator Loss: 0.6567 Generator Loss: 1.6726 Epoch: 1/16 Discriminator Loss: 0.4319 Generator Loss: 1.8529 Epoch: 1/16 Discriminator Loss: 0.2431 Generator Loss: 4.1304 Epoch: 1/16 Discriminator Loss: 0.7799 Generator Loss: 6.4949 Epoch: 1/16 Discriminator Loss: 1.7151 Generator Loss: 4.8183 Epoch: 1/16 Discriminator Loss: 0.3228 Generator Loss: 5.4228 Epoch: 1/16 Discriminator Loss: 0.3989 Generator Loss: 1.2085 Epoch: 1/16 Discriminator Loss: 1.3413 Generator Loss: 0.3875
Epoch: 1/16 Discriminator Loss: 1.2055 Generator Loss: 0.4180 Epoch: 1/16 Discriminator Loss: 0.2965 Generator Loss: 2.3049 Epoch: 1/16 Discriminator Loss: 0.6323 Generator Loss: 1.9712 Epoch: 1/16 Discriminator Loss: 0.2649 Generator Loss: 2.0367 Epoch: 1/16 Discriminator Loss: 0.1365 Generator Loss: 3.8986 Epoch: 1/16 Discriminator Loss: 0.3674 Generator Loss: 2.5371 Epoch: 1/16 Discriminator Loss: 0.3759 Generator Loss: 9.1377 Epoch: 1/16 Discriminator Loss: 0.4684 Generator Loss: 1.4842 Epoch: 1/16 Discriminator Loss: 0.2547 Generator Loss: 3.4271 Epoch: 1/16 Discriminator Loss: 0.4204 Generator Loss: 2.9376
Epoch: 1/16 Discriminator Loss: 0.6957 Generator Loss: 0.8672 Epoch: 1/16 Discriminator Loss: 0.0912 Generator Loss: 7.0032 Epoch: 1/16 Discriminator Loss: 1.3373 Generator Loss: 7.1259 Epoch: 1/16 Discriminator Loss: 0.3604 Generator Loss: 1.5306 Epoch: 1/16 Discriminator Loss: 0.8978 Generator Loss: 0.7437 Epoch: 1/16 Discriminator Loss: 0.0385 Generator Loss: 5.6744 Epoch: 1/16 Discriminator Loss: 0.2492 Generator Loss: 1.8388 Epoch: 1/16 Discriminator Loss: 0.6287 Generator Loss: 0.9469 Epoch: 1/16 Discriminator Loss: 0.0704 Generator Loss: 5.7562 Epoch: 1/16 Discriminator Loss: 0.0980 Generator Loss: 3.8470
Epoch: 1/16 Discriminator Loss: 0.2141 Generator Loss: 1.9976 Epoch: 1/16 Discriminator Loss: 0.1698 Generator Loss: 6.4006 Epoch: 1/16 Discriminator Loss: 0.2047 Generator Loss: 1.9623 Epoch: 1/16 Discriminator Loss: 0.4488 Generator Loss: 1.4144 Epoch: 1/16 Discriminator Loss: 0.0443 Generator Loss: 4.3201 Epoch: 1/16 Discriminator Loss: 0.1404 Generator Loss: 3.0510 Epoch: 1/16 Discriminator Loss: 0.0305 Generator Loss: 5.4976 Epoch: 1/16 Discriminator Loss: 1.4694 Generator Loss: 0.3417 Epoch: 1/16 Discriminator Loss: 0.0367 Generator Loss: 6.9154 Epoch: 1/16 Discriminator Loss: 0.1192 Generator Loss: 9.6930
Epoch: 1/16 Discriminator Loss: 1.6084 Generator Loss: 7.9498 Epoch: 1/16 Discriminator Loss: 0.2577 Generator Loss: 2.0417 Epoch: 1/16 Discriminator Loss: 0.0206 Generator Loss: 5.3449 Epoch: 1/16 Discriminator Loss: 0.0957 Generator Loss: 3.3140 Epoch: 1/16 Discriminator Loss: 1.0946 Generator Loss: 9.1465 Epoch: 1/16 Discriminator Loss: 0.5218 Generator Loss: 1.2275 Epoch: 1/16 Discriminator Loss: 0.1582 Generator Loss: 10.6461 Epoch: 1/16 Discriminator Loss: 0.0345 Generator Loss: 9.1039 Epoch: 1/16 Discriminator Loss: 1.0057 Generator Loss: 0.6100 Epoch: 1/16 Discriminator Loss: 3.0227 Generator Loss: 0.0727
Epoch: 1/16 Discriminator Loss: 0.0438 Generator Loss: 4.0983 Epoch: 1/16 Discriminator Loss: 0.0437 Generator Loss: 4.4692 Epoch: 1/16 Discriminator Loss: 1.7705 Generator Loss: 0.2427 Epoch: 1/16 Discriminator Loss: 0.3503 Generator Loss: 12.1725 Epoch: 1/16 Discriminator Loss: 0.0282 Generator Loss: 8.6978 Epoch: 1/16 Discriminator Loss: 1.4982 Generator Loss: 8.9873 Epoch: 1/16 Discriminator Loss: 0.0328 Generator Loss: 5.9098 Epoch: 1/16 Discriminator Loss: 0.0901 Generator Loss: 5.4120 Epoch: 1/16 Discriminator Loss: 0.0778 Generator Loss: 6.0714 Epoch: 1/16 Discriminator Loss: 0.8498 Generator Loss: 0.7177
Epoch: 1/16 Discriminator Loss: 0.2613 Generator Loss: 2.0997 Epoch: 1/16 Discriminator Loss: 0.0549 Generator Loss: 11.7795 Epoch: 1/16 Discriminator Loss: 0.0626 Generator Loss: 3.9334 Epoch: 1/16 Discriminator Loss: 0.0418 Generator Loss: 4.1134 Epoch: 1/16 Discriminator Loss: 0.1858 Generator Loss: 2.0619 Epoch: 1/16 Discriminator Loss: 0.0239 Generator Loss: 6.5070 Epoch: 1/16 Discriminator Loss: 0.0701 Generator Loss: 6.5757 Epoch: 1/16 Discriminator Loss: 0.3698 Generator Loss: 1.4425 Epoch: 1/16 Discriminator Loss: 0.0150 Generator Loss: 7.4155 Epoch: 1/16 Discriminator Loss: 2.2241 Generator Loss: 0.1359
Epoch: 1/16 Discriminator Loss: 0.1001 Generator Loss: 4.3095 Epoch: 1/16 Discriminator Loss: 0.9001 Generator Loss: 0.6191 Epoch: 1/16 Discriminator Loss: 0.0622 Generator Loss: 3.7078 Epoch: 1/16 Discriminator Loss: 0.0146 Generator Loss: 8.2279 Epoch: 1/16 Discriminator Loss: 0.0367 Generator Loss: 10.0032 Epoch: 1/16 Discriminator Loss: 1.9601 Generator Loss: 6.9401 Epoch: 1/16 Discriminator Loss: 0.0337 Generator Loss: 7.6432 Epoch: 1/16 Discriminator Loss: 0.0156 Generator Loss: 13.0490 Epoch: 1/16 Discriminator Loss: 0.0179 Generator Loss: 6.3289 Epoch: 1/16 Discriminator Loss: 0.0282 Generator Loss: 8.4727
Epoch: 1/16 Discriminator Loss: 0.0319 Generator Loss: 5.6197 Epoch: 1/16 Discriminator Loss: 0.0608 Generator Loss: 9.9927 Epoch: 1/16 Discriminator Loss: 0.0218 Generator Loss: 6.7222 Epoch: 1/16 Discriminator Loss: 0.1183 Generator Loss: 9.3654 Epoch: 1/16 Discriminator Loss: 0.0950 Generator Loss: 2.8276 Epoch: 1/16 Discriminator Loss: 0.0221 Generator Loss: 8.7956 Epoch: 1/16 Discriminator Loss: 0.9396 Generator Loss: 0.5730 Epoch: 1/16 Discriminator Loss: 0.0165 Generator Loss: 12.2752 Epoch: 1/16 Discriminator Loss: 0.0257 Generator Loss: 4.7932 Epoch: 1/16 Discriminator Loss: 0.0516 Generator Loss: 11.2926
Epoch: 1/16 Discriminator Loss: 0.0112 Generator Loss: 7.8902 Epoch: 1/16 Discriminator Loss: 0.0216 Generator Loss: 8.9659 Epoch: 1/16 Discriminator Loss: 1.9370 Generator Loss: 0.2082 Epoch: 1/16 Discriminator Loss: 0.4230 Generator Loss: 1.3763 Epoch: 1/16 Discriminator Loss: 0.0324 Generator Loss: 7.0429 Epoch: 1/16 Discriminator Loss: 0.0133 Generator Loss: 5.6250 Epoch: 1/16 Discriminator Loss: 0.0303 Generator Loss: 4.8583 Epoch: 1/16 Discriminator Loss: 0.0329 Generator Loss: 9.2300 Epoch: 1/16 Discriminator Loss: 0.0730 Generator Loss: 3.0437 Epoch: 1/16 Discriminator Loss: 0.0386 Generator Loss: 8.3446
Epoch: 1/16 Discriminator Loss: 0.1096 Generator Loss: 4.1855 Epoch: 1/16 Discriminator Loss: 0.0340 Generator Loss: 4.3499 Epoch: 1/16 Discriminator Loss: 0.0287 Generator Loss: 5.2007 Epoch: 1/16 Discriminator Loss: 0.0922 Generator Loss: 11.2806 Epoch: 1/16 Discriminator Loss: 0.0200 Generator Loss: 5.2029 Epoch: 1/16 Discriminator Loss: 0.0222 Generator Loss: 8.7327 Epoch: 1/16 Discriminator Loss: 0.0306 Generator Loss: 4.5250 Epoch: 1/16 Discriminator Loss: 0.0137 Generator Loss: 6.4959 Epoch: 1/16 Discriminator Loss: 0.0314 Generator Loss: 8.8583 Epoch: 1/16 Discriminator Loss: 0.0064 Generator Loss: 8.6379
Epoch: 1/16 Discriminator Loss: 0.0123 Generator Loss: 6.1273 Epoch: 1/16 Discriminator Loss: 0.0364 Generator Loss: 4.0450 Epoch: 1/16 Discriminator Loss: 0.0494 Generator Loss: 6.9827 Epoch: 1/16 Discriminator Loss: 1.0432 Generator Loss: 0.7705 Epoch: 1/16 Discriminator Loss: 0.2777 Generator Loss: 2.9970 Epoch: 1/16 Discriminator Loss: 0.0991 Generator Loss: 3.0300 Epoch: 1/16 Discriminator Loss: 0.1657 Generator Loss: 11.9441 Epoch: 1/16 Discriminator Loss: 0.0136 Generator Loss: 9.6232 Epoch: 2/16 Discriminator Loss: 0.0276 Generator Loss: 5.9861 Epoch: 2/16 Discriminator Loss: 0.1403 Generator Loss: 5.7209
Epoch: 2/16 Discriminator Loss: 0.0143 Generator Loss: 6.5984 Epoch: 2/16 Discriminator Loss: 0.0471 Generator Loss: 4.3737 Epoch: 2/16 Discriminator Loss: 0.0143 Generator Loss: 9.8266 Epoch: 2/16 Discriminator Loss: 0.0584 Generator Loss: 6.2259 Epoch: 2/16 Discriminator Loss: 0.0185 Generator Loss: 8.7436 Epoch: 2/16 Discriminator Loss: 0.0263 Generator Loss: 7.5708 Epoch: 2/16 Discriminator Loss: 0.0213 Generator Loss: 11.1563 Epoch: 2/16 Discriminator Loss: 0.0546 Generator Loss: 10.7860 Epoch: 2/16 Discriminator Loss: 0.0278 Generator Loss: 6.6278 Epoch: 2/16 Discriminator Loss: 0.0108 Generator Loss: 9.9268
Epoch: 2/16 Discriminator Loss: 0.3954 Generator Loss: 9.0491 Epoch: 2/16 Discriminator Loss: 0.0110 Generator Loss: 7.6990 Epoch: 2/16 Discriminator Loss: 0.0270 Generator Loss: 4.5962 Epoch: 2/16 Discriminator Loss: 0.0798 Generator Loss: 3.5589 Epoch: 2/16 Discriminator Loss: 0.0174 Generator Loss: 5.8612 Epoch: 2/16 Discriminator Loss: 0.0161 Generator Loss: 6.4248 Epoch: 2/16 Discriminator Loss: 0.0321 Generator Loss: 5.2571 Epoch: 2/16 Discriminator Loss: 0.2900 Generator Loss: 1.8285 Epoch: 2/16 Discriminator Loss: 0.0180 Generator Loss: 6.6343 Epoch: 2/16 Discriminator Loss: 0.0167 Generator Loss: 6.2847
Epoch: 2/16 Discriminator Loss: 0.0240 Generator Loss: 4.8502 Epoch: 2/16 Discriminator Loss: 0.2474 Generator Loss: 1.8426 Epoch: 2/16 Discriminator Loss: 0.0176 Generator Loss: 5.5777 Epoch: 2/16 Discriminator Loss: 0.1464 Generator Loss: 2.8310 Epoch: 2/16 Discriminator Loss: 0.0167 Generator Loss: 6.1527 Epoch: 2/16 Discriminator Loss: 0.0110 Generator Loss: 8.1712 Epoch: 2/16 Discriminator Loss: 0.0453 Generator Loss: 11.0962 Epoch: 2/16 Discriminator Loss: 0.0061 Generator Loss: 7.6214 Epoch: 2/16 Discriminator Loss: 0.0966 Generator Loss: 2.9388 Epoch: 2/16 Discriminator Loss: 0.1429 Generator Loss: 2.3391
Epoch: 2/16 Discriminator Loss: 0.0261 Generator Loss: 11.5979 Epoch: 2/16 Discriminator Loss: 0.0185 Generator Loss: 5.3450 Epoch: 2/16 Discriminator Loss: 1.5400 Generator Loss: 8.1266 Epoch: 2/16 Discriminator Loss: 0.0304 Generator Loss: 10.1091 Epoch: 2/16 Discriminator Loss: 0.0464 Generator Loss: 7.5032 Epoch: 2/16 Discriminator Loss: 0.0123 Generator Loss: 6.9615 Epoch: 2/16 Discriminator Loss: 0.0208 Generator Loss: 9.3715 Epoch: 2/16 Discriminator Loss: 0.0534 Generator Loss: 7.6403 Epoch: 2/16 Discriminator Loss: 0.0115 Generator Loss: 9.0103 Epoch: 2/16 Discriminator Loss: 0.2987 Generator Loss: 11.8648
Epoch: 2/16 Discriminator Loss: 0.0553 Generator Loss: 10.3189 Epoch: 2/16 Discriminator Loss: 0.0065 Generator Loss: 8.4299 Epoch: 2/16 Discriminator Loss: 0.0046 Generator Loss: 8.0888 Epoch: 2/16 Discriminator Loss: 0.0127 Generator Loss: 5.8832 Epoch: 2/16 Discriminator Loss: 0.0079 Generator Loss: 6.5779 Epoch: 2/16 Discriminator Loss: 0.0252 Generator Loss: 9.1547 Epoch: 2/16 Discriminator Loss: 0.0138 Generator Loss: 8.3506 Epoch: 2/16 Discriminator Loss: 0.0055 Generator Loss: 8.7351 Epoch: 2/16 Discriminator Loss: 0.0119 Generator Loss: 6.0815 Epoch: 2/16 Discriminator Loss: 0.0326 Generator Loss: 9.2879
Epoch: 2/16 Discriminator Loss: 0.0055 Generator Loss: 8.0752 Epoch: 2/16 Discriminator Loss: 0.0066 Generator Loss: 9.0641 Epoch: 2/16 Discriminator Loss: 0.0051 Generator Loss: 9.3340 Epoch: 2/16 Discriminator Loss: 0.0104 Generator Loss: 9.8712 Epoch: 2/16 Discriminator Loss: 0.0105 Generator Loss: 7.3159 Epoch: 2/16 Discriminator Loss: 0.0086 Generator Loss: 10.9664 Epoch: 2/16 Discriminator Loss: 0.0059 Generator Loss: 7.0934 Epoch: 2/16 Discriminator Loss: 0.0129 Generator Loss: 12.0385 Epoch: 2/16 Discriminator Loss: 0.0029 Generator Loss: 8.1787 Epoch: 2/16 Discriminator Loss: 0.0048 Generator Loss: 7.4928
Epoch: 2/16 Discriminator Loss: 0.0120 Generator Loss: 5.6715 Epoch: 2/16 Discriminator Loss: 0.0229 Generator Loss: 4.3548 Epoch: 2/16 Discriminator Loss: 0.0093 Generator Loss: 8.4510 Epoch: 2/16 Discriminator Loss: 0.0348 Generator Loss: 6.0401 Epoch: 2/16 Discriminator Loss: 0.0030 Generator Loss: 8.7001 Epoch: 2/16 Discriminator Loss: 0.0169 Generator Loss: 4.7864 Epoch: 2/16 Discriminator Loss: 0.1971 Generator Loss: 4.1754 Epoch: 2/16 Discriminator Loss: 0.0053 Generator Loss: 6.8245 Epoch: 2/16 Discriminator Loss: 0.0046 Generator Loss: 10.9678 Epoch: 2/16 Discriminator Loss: 0.0332 Generator Loss: 4.9637
Epoch: 2/16 Discriminator Loss: 0.0312 Generator Loss: 10.3480 Epoch: 2/16 Discriminator Loss: 0.0140 Generator Loss: 10.8141 Epoch: 2/16 Discriminator Loss: 0.0258 Generator Loss: 4.2252 Epoch: 2/16 Discriminator Loss: 0.0104 Generator Loss: 10.5963 Epoch: 2/16 Discriminator Loss: 0.0095 Generator Loss: 11.4159 Epoch: 2/16 Discriminator Loss: 0.0321 Generator Loss: 9.6518 Epoch: 2/16 Discriminator Loss: 0.0086 Generator Loss: 6.9297 Epoch: 2/16 Discriminator Loss: 0.0056 Generator Loss: 8.5319 Epoch: 2/16 Discriminator Loss: 0.0068 Generator Loss: 7.2041 Epoch: 2/16 Discriminator Loss: 0.0142 Generator Loss: 8.8896
Epoch: 2/16 Discriminator Loss: 0.1855 Generator Loss: 2.2827 Epoch: 2/16 Discriminator Loss: 0.0550 Generator Loss: 3.5316 Epoch: 2/16 Discriminator Loss: 0.1033 Generator Loss: 2.8667 Epoch: 2/16 Discriminator Loss: 0.6131 Generator Loss: 1.0548 Epoch: 2/16 Discriminator Loss: 0.0573 Generator Loss: 3.6958 Epoch: 2/16 Discriminator Loss: 0.5480 Generator Loss: 1.1986 Epoch: 2/16 Discriminator Loss: 0.1208 Generator Loss: 2.8454 Epoch: 2/16 Discriminator Loss: 0.1124 Generator Loss: 2.5853 Epoch: 2/16 Discriminator Loss: 0.0271 Generator Loss: 5.9369 Epoch: 2/16 Discriminator Loss: 0.0409 Generator Loss: 3.9340
Epoch: 2/16 Discriminator Loss: 0.0109 Generator Loss: 6.3687 Epoch: 2/16 Discriminator Loss: 0.0145 Generator Loss: 5.1859 Epoch: 2/16 Discriminator Loss: 0.0078 Generator Loss: 8.0256 Epoch: 2/16 Discriminator Loss: 1.2153 Generator Loss: 10.9169 Epoch: 2/16 Discriminator Loss: 0.0496 Generator Loss: 3.7583 Epoch: 2/16 Discriminator Loss: 0.0864 Generator Loss: 6.4122 Epoch: 2/16 Discriminator Loss: 0.0034 Generator Loss: 7.9554 Epoch: 2/16 Discriminator Loss: 0.0375 Generator Loss: 9.0862 Epoch: 2/16 Discriminator Loss: 0.0721 Generator Loss: 4.2239 Epoch: 2/16 Discriminator Loss: 1.7300 Generator Loss: 8.5693
Epoch: 2/16 Discriminator Loss: 0.0047 Generator Loss: 7.0572 Epoch: 2/16 Discriminator Loss: 0.0115 Generator Loss: 8.2721 Epoch: 2/16 Discriminator Loss: 0.3437 Generator Loss: 7.7347 Epoch: 2/16 Discriminator Loss: 0.0093 Generator Loss: 9.6752 Epoch: 2/16 Discriminator Loss: 0.0059 Generator Loss: 9.2590 Epoch: 2/16 Discriminator Loss: 0.0419 Generator Loss: 3.6174 Epoch: 2/16 Discriminator Loss: 0.0333 Generator Loss: 10.7231 Epoch: 2/16 Discriminator Loss: 0.0154 Generator Loss: 4.8010 Epoch: 2/16 Discriminator Loss: 0.0523 Generator Loss: 9.3436 Epoch: 2/16 Discriminator Loss: 0.0340 Generator Loss: 5.3763
Epoch: 2/16 Discriminator Loss: 0.0978 Generator Loss: 7.5149 Epoch: 2/16 Discriminator Loss: 0.5115 Generator Loss: 10.8583 Epoch: 2/16 Discriminator Loss: 0.0062 Generator Loss: 8.2574 Epoch: 2/16 Discriminator Loss: 0.0471 Generator Loss: 8.8114 Epoch: 2/16 Discriminator Loss: 0.0126 Generator Loss: 8.6725 Epoch: 2/16 Discriminator Loss: 0.0084 Generator Loss: 11.3959 Epoch: 2/16 Discriminator Loss: 0.0038 Generator Loss: 8.2348 Epoch: 2/16 Discriminator Loss: 0.0063 Generator Loss: 7.3609 Epoch: 2/16 Discriminator Loss: 0.0058 Generator Loss: 6.0817 Epoch: 2/16 Discriminator Loss: 0.0051 Generator Loss: 8.5396
Epoch: 2/16 Discriminator Loss: 0.0048 Generator Loss: 6.8799 Epoch: 2/16 Discriminator Loss: 0.0369 Generator Loss: 3.7509 Epoch: 2/16 Discriminator Loss: 0.0121 Generator Loss: 5.3658 Epoch: 2/16 Discriminator Loss: 0.0094 Generator Loss: 10.0557 Epoch: 2/16 Discriminator Loss: 0.0053 Generator Loss: 7.7662 Epoch: 2/16 Discriminator Loss: 0.0048 Generator Loss: 7.0687 Epoch: 2/16 Discriminator Loss: 0.0063 Generator Loss: 5.6497 Epoch: 2/16 Discriminator Loss: 0.0022 Generator Loss: 9.8602 Epoch: 2/16 Discriminator Loss: 0.0093 Generator Loss: 5.2829 Epoch: 2/16 Discriminator Loss: 0.0016 Generator Loss: 9.3843
Epoch: 2/16 Discriminator Loss: 0.0036 Generator Loss: 6.8172 Epoch: 2/16 Discriminator Loss: 0.0052 Generator Loss: 6.3562 Epoch: 2/16 Discriminator Loss: 0.0031 Generator Loss: 6.6733 Epoch: 2/16 Discriminator Loss: 0.0147 Generator Loss: 4.6257 Epoch: 2/16 Discriminator Loss: 0.0031 Generator Loss: 7.4671 Epoch: 2/16 Discriminator Loss: 0.0044 Generator Loss: 6.1620 Epoch: 2/16 Discriminator Loss: 0.0158 Generator Loss: 4.4405 Epoch: 2/16 Discriminator Loss: 0.0043 Generator Loss: 9.3604 Epoch: 2/16 Discriminator Loss: 0.0044 Generator Loss: 7.2972 Epoch: 2/16 Discriminator Loss: 0.0013 Generator Loss: 8.4414
Epoch: 2/16 Discriminator Loss: 0.0071 Generator Loss: 9.3553 Epoch: 2/16 Discriminator Loss: 0.0038 Generator Loss: 7.0150 Epoch: 2/16 Discriminator Loss: 0.0079 Generator Loss: 5.4930 Epoch: 2/16 Discriminator Loss: 0.0086 Generator Loss: 5.0140 Epoch: 2/16 Discriminator Loss: 0.0015 Generator Loss: 9.3034 Epoch: 2/16 Discriminator Loss: 0.0033 Generator Loss: 7.4252 Epoch: 2/16 Discriminator Loss: 0.0075 Generator Loss: 5.6037 Epoch: 2/16 Discriminator Loss: 0.0129 Generator Loss: 4.9699 Epoch: 2/16 Discriminator Loss: 0.0013 Generator Loss: 8.5945 Epoch: 2/16 Discriminator Loss: 0.0076 Generator Loss: 5.4574
Epoch: 2/16 Discriminator Loss: 0.0056 Generator Loss: 5.8031 Epoch: 2/16 Discriminator Loss: 0.0021 Generator Loss: 7.5747 Epoch: 2/16 Discriminator Loss: 0.0067 Generator Loss: 6.7771 Epoch: 2/16 Discriminator Loss: 0.0034 Generator Loss: 6.5039 Epoch: 2/16 Discriminator Loss: 0.0046 Generator Loss: 6.1026 Epoch: 2/16 Discriminator Loss: 0.0078 Generator Loss: 5.2890 Epoch: 3/16 Discriminator Loss: 0.0080 Generator Loss: 5.3742 Epoch: 3/16 Discriminator Loss: 0.0233 Generator Loss: 4.0849 Epoch: 3/16 Discriminator Loss: 0.0017 Generator Loss: 8.9270 Epoch: 3/16 Discriminator Loss: 0.0037 Generator Loss: 8.0269
Epoch: 3/16 Discriminator Loss: 0.0044 Generator Loss: 12.0393 Epoch: 3/16 Discriminator Loss: 0.0061 Generator Loss: 9.5557 Epoch: 3/16 Discriminator Loss: 0.0013 Generator Loss: 8.3459 Epoch: 3/16 Discriminator Loss: 0.0019 Generator Loss: 7.5547 Epoch: 3/16 Discriminator Loss: 0.0033 Generator Loss: 6.6006 Epoch: 3/16 Discriminator Loss: 0.0084 Generator Loss: 5.3654 Epoch: 3/16 Discriminator Loss: 0.0065 Generator Loss: 5.4129 Epoch: 3/16 Discriminator Loss: 0.0106 Generator Loss: 4.8609 Epoch: 3/16 Discriminator Loss: 0.0068 Generator Loss: 5.3012 Epoch: 3/16 Discriminator Loss: 0.0037 Generator Loss: 5.8587
Epoch: 3/16 Discriminator Loss: 0.0027 Generator Loss: 6.3783 Epoch: 3/16 Discriminator Loss: 0.0035 Generator Loss: 5.9051 Epoch: 3/16 Discriminator Loss: 0.0075 Generator Loss: 5.2048 Epoch: 3/16 Discriminator Loss: 0.0043 Generator Loss: 5.7190 Epoch: 3/16 Discriminator Loss: 0.0027 Generator Loss: 6.2103 Epoch: 3/16 Discriminator Loss: 0.0061 Generator Loss: 5.3910 Epoch: 3/16 Discriminator Loss: 0.0038 Generator Loss: 5.8618 Epoch: 3/16 Discriminator Loss: 0.0035 Generator Loss: 5.9882 Epoch: 3/16 Discriminator Loss: 0.0023 Generator Loss: 6.3051 Epoch: 3/16 Discriminator Loss: 0.0033 Generator Loss: 6.1358
Epoch: 3/16 Discriminator Loss: 0.0035 Generator Loss: 5.8704 Epoch: 3/16 Discriminator Loss: 0.0069 Generator Loss: 5.1759 Epoch: 3/16 Discriminator Loss: 0.0028 Generator Loss: 6.2895 Epoch: 3/16 Discriminator Loss: 0.0059 Generator Loss: 5.3166 Epoch: 3/16 Discriminator Loss: 0.0032 Generator Loss: 5.9160 Epoch: 3/16 Discriminator Loss: 0.0040 Generator Loss: 5.7479 Epoch: 3/16 Discriminator Loss: 0.0029 Generator Loss: 6.0580 Epoch: 3/16 Discriminator Loss: 0.0008 Generator Loss: 7.4068 Epoch: 3/16 Discriminator Loss: 0.0042 Generator Loss: 5.6858 Epoch: 3/16 Discriminator Loss: 0.0029 Generator Loss: 6.0128
Epoch: 3/16 Discriminator Loss: 0.0033 Generator Loss: 5.9865 Epoch: 3/16 Discriminator Loss: 0.0042 Generator Loss: 5.7466 Epoch: 3/16 Discriminator Loss: 0.0014 Generator Loss: 6.8008 Epoch: 3/16 Discriminator Loss: 0.0026 Generator Loss: 6.2021 Epoch: 3/16 Discriminator Loss: 0.0086 Generator Loss: 5.0098 Epoch: 3/16 Discriminator Loss: 0.0081 Generator Loss: 5.0336 Epoch: 3/16 Discriminator Loss: 0.0054 Generator Loss: 5.3878 Epoch: 3/16 Discriminator Loss: 0.0032 Generator Loss: 5.9256 Epoch: 3/16 Discriminator Loss: 0.0084 Generator Loss: 4.9274 Epoch: 3/16 Discriminator Loss: 0.0075 Generator Loss: 5.0060
Epoch: 3/16 Discriminator Loss: 0.0067 Generator Loss: 5.1032 Epoch: 3/16 Discriminator Loss: 0.0031 Generator Loss: 5.8581 Epoch: 3/16 Discriminator Loss: 0.0056 Generator Loss: 5.2677 Epoch: 3/16 Discriminator Loss: 0.0024 Generator Loss: 6.1767 Epoch: 3/16 Discriminator Loss: 0.0029 Generator Loss: 5.9462 Epoch: 3/16 Discriminator Loss: 0.0055 Generator Loss: 5.2965 Epoch: 3/16 Discriminator Loss: 0.0009 Generator Loss: 7.1992 Epoch: 3/16 Discriminator Loss: 0.0038 Generator Loss: 5.6786 Epoch: 3/16 Discriminator Loss: 0.0042 Generator Loss: 5.6557 Epoch: 3/16 Discriminator Loss: 0.0030 Generator Loss: 5.9539
Epoch: 3/16 Discriminator Loss: 0.0014 Generator Loss: 6.8011 Epoch: 3/16 Discriminator Loss: 0.0032 Generator Loss: 5.8384 Epoch: 3/16 Discriminator Loss: 0.0026 Generator Loss: 6.0809 Epoch: 3/16 Discriminator Loss: 0.0020 Generator Loss: 6.3126 Epoch: 3/16 Discriminator Loss: 0.0013 Generator Loss: 6.8380 Epoch: 3/16 Discriminator Loss: 0.0014 Generator Loss: 6.7495 Epoch: 3/16 Discriminator Loss: 0.0022 Generator Loss: 6.3191 Epoch: 3/16 Discriminator Loss: 0.0020 Generator Loss: 6.3465 Epoch: 3/16 Discriminator Loss: 0.0035 Generator Loss: 5.7389 Epoch: 3/16 Discriminator Loss: 0.0009 Generator Loss: 7.3122
Epoch: 3/16 Discriminator Loss: 0.0019 Generator Loss: 6.3946 Epoch: 3/16 Discriminator Loss: 0.0024 Generator Loss: 6.1493 Epoch: 3/16 Discriminator Loss: 0.0024 Generator Loss: 6.1328 Epoch: 3/16 Discriminator Loss: 0.0017 Generator Loss: 6.4610 Epoch: 3/16 Discriminator Loss: 0.0005 Generator Loss: 8.0211 Epoch: 3/16 Discriminator Loss: 0.0024 Generator Loss: 6.1463 Epoch: 3/16 Discriminator Loss: 0.0019 Generator Loss: 6.3620 Epoch: 3/16 Discriminator Loss: 0.0015 Generator Loss: 6.6645 Epoch: 3/16 Discriminator Loss: 0.0016 Generator Loss: 6.5795 Epoch: 3/16 Discriminator Loss: 0.0013 Generator Loss: 6.8037
Epoch: 3/16 Discriminator Loss: 0.0006 Generator Loss: 7.6358 Epoch: 3/16 Discriminator Loss: 0.0012 Generator Loss: 6.9373 Epoch: 3/16 Discriminator Loss: 0.0009 Generator Loss: 7.2373 Epoch: 3/16 Discriminator Loss: 0.0008 Generator Loss: 7.3361 Epoch: 3/16 Discriminator Loss: 0.0013 Generator Loss: 6.7978 Epoch: 3/16 Discriminator Loss: 0.0018 Generator Loss: 6.4393 Epoch: 3/16 Discriminator Loss: 0.0010 Generator Loss: 6.9950 Epoch: 3/16 Discriminator Loss: 0.0003 Generator Loss: 8.8365 Epoch: 3/16 Discriminator Loss: 0.0018 Generator Loss: 6.4175 Epoch: 3/16 Discriminator Loss: 0.0045 Generator Loss: 6.5632
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Epoch: 4/16 Discriminator Loss: 0.0001 Generator Loss: 16.2399 Epoch: 4/16 Discriminator Loss: 0.0002 Generator Loss: 9.9453 Epoch: 4/16 Discriminator Loss: 0.0020 Generator Loss: 19.2708 Epoch: 4/16 Discriminator Loss: 0.0009 Generator Loss: 13.1122 Epoch: 4/16 Discriminator Loss: 0.0013 Generator Loss: 19.4901 Epoch: 4/16 Discriminator Loss: 0.0009 Generator Loss: 11.3437 Epoch: 4/16 Discriminator Loss: 0.0004 Generator Loss: 10.7412 Epoch: 4/16 Discriminator Loss: 0.0002 Generator Loss: 10.3354 Epoch: 4/16 Discriminator Loss: 0.0009 Generator Loss: 19.5475 Epoch: 4/16 Discriminator Loss: 0.0003 Generator Loss: 12.1727
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Epoch: 4/16 Discriminator Loss: 5.2529 Generator Loss: 14.2121 Epoch: 4/16 Discriminator Loss: 0.0484 Generator Loss: 3.5003 Epoch: 4/16 Discriminator Loss: 0.0532 Generator Loss: 3.4577 Epoch: 4/16 Discriminator Loss: 0.0480 Generator Loss: 11.0538 Epoch: 4/16 Discriminator Loss: 0.0285 Generator Loss: 4.1871 Epoch: 4/16 Discriminator Loss: 1.0057 Generator Loss: 0.5309 Epoch: 4/16 Discriminator Loss: 0.0088 Generator Loss: 8.7361 Epoch: 4/16 Discriminator Loss: 0.7740 Generator Loss: 0.7342 Epoch: 4/16 Discriminator Loss: 0.4053 Generator Loss: 2.6278 Epoch: 4/16 Discriminator Loss: 0.1555 Generator Loss: 6.4155
Epoch: 4/16 Discriminator Loss: 0.3954 Generator Loss: 1.5295 Epoch: 4/16 Discriminator Loss: 0.0304 Generator Loss: 4.8405 Epoch: 4/16 Discriminator Loss: 0.2719 Generator Loss: 1.6898 Epoch: 4/16 Discriminator Loss: 0.0324 Generator Loss: 6.2950 Epoch: 4/16 Discriminator Loss: 0.0732 Generator Loss: 8.6795 Epoch: 4/16 Discriminator Loss: 0.9200 Generator Loss: 7.9813 Epoch: 4/16 Discriminator Loss: 0.0157 Generator Loss: 9.5386 Epoch: 4/16 Discriminator Loss: 0.7465 Generator Loss: 9.0039 Epoch: 4/16 Discriminator Loss: 0.2574 Generator Loss: 9.2460 Epoch: 4/16 Discriminator Loss: 0.0619 Generator Loss: 5.1310
Epoch: 4/16 Discriminator Loss: 0.0406 Generator Loss: 5.7251 Epoch: 4/16 Discriminator Loss: 0.0296 Generator Loss: 4.8987 Epoch: 4/16 Discriminator Loss: 1.2753 Generator Loss: 0.4503 Epoch: 4/16 Discriminator Loss: 0.0199 Generator Loss: 10.5516 Epoch: 4/16 Discriminator Loss: 0.0186 Generator Loss: 8.1701 Epoch: 4/16 Discriminator Loss: 0.0226 Generator Loss: 10.8983 Epoch: 4/16 Discriminator Loss: 0.0360 Generator Loss: 4.7567 Epoch: 4/16 Discriminator Loss: 0.0217 Generator Loss: 5.2685 Epoch: 4/16 Discriminator Loss: 0.5942 Generator Loss: 1.0313 Epoch: 4/16 Discriminator Loss: 0.3003 Generator Loss: 5.0862
Epoch: 4/16 Discriminator Loss: 0.0084 Generator Loss: 9.2623 Epoch: 4/16 Discriminator Loss: 0.4190 Generator Loss: 1.1983 Epoch: 4/16 Discriminator Loss: 0.0488 Generator Loss: 3.4600 Epoch: 4/16 Discriminator Loss: 0.0326 Generator Loss: 10.7528 Epoch: 4/16 Discriminator Loss: 0.0350 Generator Loss: 9.6531 Epoch: 4/16 Discriminator Loss: 0.0032 Generator Loss: 11.3983 Epoch: 4/16 Discriminator Loss: 0.0201 Generator Loss: 11.7985 Epoch: 4/16 Discriminator Loss: 0.0434 Generator Loss: 4.0404 Epoch: 4/16 Discriminator Loss: 0.0281 Generator Loss: 6.0406 Epoch: 4/16 Discriminator Loss: 0.0023 Generator Loss: 11.0525
Epoch: 4/16 Discriminator Loss: 0.0281 Generator Loss: 4.1436 Epoch: 4/16 Discriminator Loss: 0.0023 Generator Loss: 9.9050 Epoch: 4/16 Discriminator Loss: 0.0391 Generator Loss: 11.9501 Epoch: 4/16 Discriminator Loss: 0.0059 Generator Loss: 10.1402 Epoch: 4/16 Discriminator Loss: 0.0163 Generator Loss: 13.1766 Epoch: 4/16 Discriminator Loss: 0.3358 Generator Loss: 1.6948 Epoch: 4/16 Discriminator Loss: 0.0626 Generator Loss: 10.0544 Epoch: 4/16 Discriminator Loss: 3.8013 Generator Loss: 8.2077 Epoch: 4/16 Discriminator Loss: 0.0649 Generator Loss: 10.9724 Epoch: 4/16 Discriminator Loss: 0.5069 Generator Loss: 1.0491
Epoch: 4/16 Discriminator Loss: 0.1708 Generator Loss: 2.7675 Epoch: 4/16 Discriminator Loss: 0.0361 Generator Loss: 6.2841 Epoch: 4/16 Discriminator Loss: 0.0020 Generator Loss: 9.2825 Epoch: 4/16 Discriminator Loss: 1.4310 Generator Loss: 10.1700 Epoch: 4/16 Discriminator Loss: 0.2056 Generator Loss: 9.4463 Epoch: 4/16 Discriminator Loss: 0.0112 Generator Loss: 7.2422 Epoch: 4/16 Discriminator Loss: 0.0050 Generator Loss: 13.5216 Epoch: 4/16 Discriminator Loss: 0.0014 Generator Loss: 10.7830 Epoch: 4/16 Discriminator Loss: 0.0035 Generator Loss: 8.6137 Epoch: 4/16 Discriminator Loss: 0.5346 Generator Loss: 1.0485
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Epoch: 4/16 Discriminator Loss: 0.0180 Generator Loss: 5.4641 Epoch: 4/16 Discriminator Loss: 0.0641 Generator Loss: 4.0049 Epoch: 5/16 Discriminator Loss: 0.1639 Generator Loss: 2.9200 Epoch: 5/16 Discriminator Loss: 0.0124 Generator Loss: 11.4623 Epoch: 5/16 Discriminator Loss: 0.0178 Generator Loss: 7.9085 Epoch: 5/16 Discriminator Loss: 0.0686 Generator Loss: 6.8710 Epoch: 5/16 Discriminator Loss: 0.0120 Generator Loss: 5.3140 Epoch: 5/16 Discriminator Loss: 0.0315 Generator Loss: 10.3447 Epoch: 5/16 Discriminator Loss: 0.0065 Generator Loss: 7.5265 Epoch: 5/16 Discriminator Loss: 0.1377 Generator Loss: 2.5402
Epoch: 5/16 Discriminator Loss: 0.0176 Generator Loss: 11.0388 Epoch: 5/16 Discriminator Loss: 1.8905 Generator Loss: 0.2331 Epoch: 5/16 Discriminator Loss: 0.0163 Generator Loss: 5.4159 Epoch: 5/16 Discriminator Loss: 0.0348 Generator Loss: 5.0408 Epoch: 5/16 Discriminator Loss: 0.0368 Generator Loss: 11.6841 Epoch: 5/16 Discriminator Loss: 0.0409 Generator Loss: 5.6559 Epoch: 5/16 Discriminator Loss: 0.0626 Generator Loss: 3.4703 Epoch: 5/16 Discriminator Loss: 0.0648 Generator Loss: 4.1968 Epoch: 5/16 Discriminator Loss: 0.3919 Generator Loss: 1.6306 Epoch: 5/16 Discriminator Loss: 1.1782 Generator Loss: 0.4810
Epoch: 5/16 Discriminator Loss: 0.0325 Generator Loss: 7.3906 Epoch: 5/16 Discriminator Loss: 0.2069 Generator Loss: 3.2760 Epoch: 5/16 Discriminator Loss: 0.0648 Generator Loss: 4.1995 Epoch: 5/16 Discriminator Loss: 0.0276 Generator Loss: 6.4314 Epoch: 5/16 Discriminator Loss: 0.1913 Generator Loss: 2.3685 Epoch: 5/16 Discriminator Loss: 0.2685 Generator Loss: 2.1479 Epoch: 5/16 Discriminator Loss: 0.0176 Generator Loss: 8.3166 Epoch: 5/16 Discriminator Loss: 0.0501 Generator Loss: 6.2207 Epoch: 5/16 Discriminator Loss: 0.6182 Generator Loss: 0.9444 Epoch: 5/16 Discriminator Loss: 0.0890 Generator Loss: 8.3355
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Epoch: 5/16 Discriminator Loss: 0.0386 Generator Loss: 5.0847 Epoch: 5/16 Discriminator Loss: 0.0863 Generator Loss: 8.9298 Epoch: 5/16 Discriminator Loss: 0.0539 Generator Loss: 12.1765 Epoch: 5/16 Discriminator Loss: 0.0953 Generator Loss: 3.3391 Epoch: 5/16 Discriminator Loss: 0.8223 Generator Loss: 12.5765 Epoch: 5/16 Discriminator Loss: 0.2159 Generator Loss: 11.0870 Epoch: 5/16 Discriminator Loss: 0.1034 Generator Loss: 6.2349 Epoch: 5/16 Discriminator Loss: 0.0449 Generator Loss: 5.4319 Epoch: 5/16 Discriminator Loss: 0.6726 Generator Loss: 1.1539 Epoch: 5/16 Discriminator Loss: 1.6089 Generator Loss: 8.1176
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Epoch: 5/16 Discriminator Loss: 0.2331 Generator Loss: 3.0407 Epoch: 5/16 Discriminator Loss: 0.1909 Generator Loss: 5.2896 Epoch: 5/16 Discriminator Loss: 0.6444 Generator Loss: 10.2639 Epoch: 5/16 Discriminator Loss: 0.6042 Generator Loss: 8.2228 Epoch: 5/16 Discriminator Loss: 0.0873 Generator Loss: 4.3395 Epoch: 5/16 Discriminator Loss: 0.3110 Generator Loss: 6.4567 Epoch: 5/16 Discriminator Loss: 0.0468 Generator Loss: 5.5393 Epoch: 5/16 Discriminator Loss: 0.2503 Generator Loss: 3.5761 Epoch: 5/16 Discriminator Loss: 0.1374 Generator Loss: 4.2101 Epoch: 5/16 Discriminator Loss: 0.1291 Generator Loss: 3.5433
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Epoch: 6/16 Discriminator Loss: 0.5215 Generator Loss: 2.0687 Epoch: 6/16 Discriminator Loss: 0.1478 Generator Loss: 4.2996 Epoch: 6/16 Discriminator Loss: 0.4210 Generator Loss: 1.6328 Epoch: 6/16 Discriminator Loss: 0.4504 Generator Loss: 3.1518 Epoch: 6/16 Discriminator Loss: 0.2200 Generator Loss: 2.3151 Epoch: 6/16 Discriminator Loss: 0.2990 Generator Loss: 1.8753 Epoch: 6/16 Discriminator Loss: 0.2401 Generator Loss: 2.7400 Epoch: 6/16 Discriminator Loss: 0.3564 Generator Loss: 1.9844 Epoch: 6/16 Discriminator Loss: 0.3263 Generator Loss: 1.8872 Epoch: 6/16 Discriminator Loss: 0.5214 Generator Loss: 1.2600
Epoch: 6/16 Discriminator Loss: 0.2884 Generator Loss: 2.3907 Epoch: 6/16 Discriminator Loss: 0.2855 Generator Loss: 2.0504 Epoch: 6/16 Discriminator Loss: 0.2505 Generator Loss: 2.7841 Epoch: 6/16 Discriminator Loss: 0.2100 Generator Loss: 4.1706 Epoch: 6/16 Discriminator Loss: 0.7808 Generator Loss: 0.9696 Epoch: 6/16 Discriminator Loss: 0.9129 Generator Loss: 0.8098 Epoch: 6/16 Discriminator Loss: 0.3450 Generator Loss: 2.9198 Epoch: 6/16 Discriminator Loss: 0.4358 Generator Loss: 2.8972 Epoch: 6/16 Discriminator Loss: 0.2291 Generator Loss: 3.3173 Epoch: 6/16 Discriminator Loss: 0.4091 Generator Loss: 1.9653
Epoch: 6/16 Discriminator Loss: 0.4388 Generator Loss: 1.6515 Epoch: 6/16 Discriminator Loss: 0.3194 Generator Loss: 1.8977 Epoch: 6/16 Discriminator Loss: 0.1684 Generator Loss: 2.9801 Epoch: 6/16 Discriminator Loss: 0.1548 Generator Loss: 3.6000 Epoch: 6/16 Discriminator Loss: 0.2024 Generator Loss: 3.7391 Epoch: 6/16 Discriminator Loss: 0.0710 Generator Loss: 4.7838 Epoch: 6/16 Discriminator Loss: 0.7167 Generator Loss: 0.9974 Epoch: 6/16 Discriminator Loss: 0.2746 Generator Loss: 2.4999 Epoch: 6/16 Discriminator Loss: 0.5050 Generator Loss: 1.4590 Epoch: 6/16 Discriminator Loss: 0.4394 Generator Loss: 1.8080
Epoch: 6/16 Discriminator Loss: 0.3507 Generator Loss: 2.3490 Epoch: 6/16 Discriminator Loss: 0.3381 Generator Loss: 1.7163 Epoch: 6/16 Discriminator Loss: 0.2628 Generator Loss: 2.1323 Epoch: 6/16 Discriminator Loss: 0.4653 Generator Loss: 1.4059 Epoch: 6/16 Discriminator Loss: 0.1221 Generator Loss: 5.4702 Epoch: 6/16 Discriminator Loss: 0.6142 Generator Loss: 1.1257 Epoch: 6/16 Discriminator Loss: 0.2181 Generator Loss: 3.6942 Epoch: 6/16 Discriminator Loss: 0.2702 Generator Loss: 2.4338 Epoch: 6/16 Discriminator Loss: 0.1582 Generator Loss: 4.2460 Epoch: 6/16 Discriminator Loss: 1.7407 Generator Loss: 0.3173
Epoch: 6/16 Discriminator Loss: 0.7395 Generator Loss: 2.5241 Epoch: 6/16 Discriminator Loss: 0.2787 Generator Loss: 3.0047 Epoch: 6/16 Discriminator Loss: 0.3853 Generator Loss: 2.8174 Epoch: 6/16 Discriminator Loss: 0.3529 Generator Loss: 1.8525 Epoch: 6/16 Discriminator Loss: 0.2858 Generator Loss: 4.6113 Epoch: 6/16 Discriminator Loss: 0.2327 Generator Loss: 2.7180 Epoch: 6/16 Discriminator Loss: 0.3498 Generator Loss: 1.7888 Epoch: 6/16 Discriminator Loss: 0.3447 Generator Loss: 1.7490 Epoch: 6/16 Discriminator Loss: 0.3101 Generator Loss: 1.9037 Epoch: 6/16 Discriminator Loss: 0.1490 Generator Loss: 4.0738
Epoch: 6/16 Discriminator Loss: 0.7017 Generator Loss: 0.8987 Epoch: 6/16 Discriminator Loss: 0.2138 Generator Loss: 2.9985 Epoch: 6/16 Discriminator Loss: 0.2740 Generator Loss: 2.5844 Epoch: 6/16 Discriminator Loss: 0.2220 Generator Loss: 2.7169 Epoch: 6/16 Discriminator Loss: 0.1234 Generator Loss: 3.8223 Epoch: 6/16 Discriminator Loss: 0.0690 Generator Loss: 5.4949 Epoch: 6/16 Discriminator Loss: 0.1031 Generator Loss: 7.5597 Epoch: 6/16 Discriminator Loss: 0.9969 Generator Loss: 0.6283 Epoch: 6/16 Discriminator Loss: 0.7700 Generator Loss: 0.8930 Epoch: 6/16 Discriminator Loss: 0.2636 Generator Loss: 2.3669
Epoch: 6/16 Discriminator Loss: 0.2044 Generator Loss: 3.3740 Epoch: 6/16 Discriminator Loss: 0.2304 Generator Loss: 2.7081 Epoch: 6/16 Discriminator Loss: 0.2923 Generator Loss: 1.9495 Epoch: 6/16 Discriminator Loss: 1.4818 Generator Loss: 0.4244 Epoch: 6/16 Discriminator Loss: 0.2550 Generator Loss: 4.6894 Epoch: 6/16 Discriminator Loss: 1.5353 Generator Loss: 0.3296 Epoch: 6/16 Discriminator Loss: 0.3019 Generator Loss: 1.9444 Epoch: 6/16 Discriminator Loss: 0.3839 Generator Loss: 7.4048 Epoch: 6/16 Discriminator Loss: 0.3718 Generator Loss: 2.0981 Epoch: 6/16 Discriminator Loss: 0.2747 Generator Loss: 2.1050
Epoch: 6/16 Discriminator Loss: 0.2241 Generator Loss: 4.3137 Epoch: 6/16 Discriminator Loss: 0.1519 Generator Loss: 5.2473 Epoch: 6/16 Discriminator Loss: 0.1336 Generator Loss: 5.6777 Epoch: 6/16 Discriminator Loss: 0.0989 Generator Loss: 5.4648 Epoch: 6/16 Discriminator Loss: 0.2588 Generator Loss: 2.3538 Epoch: 6/16 Discriminator Loss: 0.4660 Generator Loss: 1.5269 Epoch: 6/16 Discriminator Loss: 0.1948 Generator Loss: 2.8409 Epoch: 6/16 Discriminator Loss: 0.1949 Generator Loss: 5.7936 Epoch: 6/16 Discriminator Loss: 1.1520 Generator Loss: 0.6478 Epoch: 6/16 Discriminator Loss: 0.7316 Generator Loss: 0.9086
Epoch: 6/16 Discriminator Loss: 0.1524 Generator Loss: 3.2528 Epoch: 6/16 Discriminator Loss: 0.1061 Generator Loss: 5.3914 Epoch: 6/16 Discriminator Loss: 1.0107 Generator Loss: 3.7027 Epoch: 6/16 Discriminator Loss: 1.0264 Generator Loss: 0.7197 Epoch: 6/16 Discriminator Loss: 0.0786 Generator Loss: 4.4914 Epoch: 6/16 Discriminator Loss: 0.3131 Generator Loss: 3.4675 Epoch: 6/16 Discriminator Loss: 0.2132 Generator Loss: 3.2875 Epoch: 6/16 Discriminator Loss: 0.2293 Generator Loss: 4.5728 Epoch: 6/16 Discriminator Loss: 0.5325 Generator Loss: 4.6583 Epoch: 7/16 Discriminator Loss: 0.1643 Generator Loss: 3.3600
Epoch: 7/16 Discriminator Loss: 0.1750 Generator Loss: 3.8480 Epoch: 7/16 Discriminator Loss: 0.3113 Generator Loss: 6.6811 Epoch: 7/16 Discriminator Loss: 0.1629 Generator Loss: 4.0743 Epoch: 7/16 Discriminator Loss: 0.2235 Generator Loss: 2.7082 Epoch: 7/16 Discriminator Loss: 1.1410 Generator Loss: 0.5293 Epoch: 7/16 Discriminator Loss: 1.0497 Generator Loss: 2.1467 Epoch: 7/16 Discriminator Loss: 0.6788 Generator Loss: 1.8475 Epoch: 7/16 Discriminator Loss: 0.3716 Generator Loss: 2.0139 Epoch: 7/16 Discriminator Loss: 0.2887 Generator Loss: 2.6609 Epoch: 7/16 Discriminator Loss: 0.4915 Generator Loss: 1.4053
Epoch: 7/16 Discriminator Loss: 0.4326 Generator Loss: 1.3702 Epoch: 7/16 Discriminator Loss: 0.2415 Generator Loss: 2.3050 Epoch: 7/16 Discriminator Loss: 0.8721 Generator Loss: 0.7305 Epoch: 7/16 Discriminator Loss: 0.5512 Generator Loss: 4.3485 Epoch: 7/16 Discriminator Loss: 0.1982 Generator Loss: 6.5487 Epoch: 7/16 Discriminator Loss: 0.3321 Generator Loss: 2.4575 Epoch: 7/16 Discriminator Loss: 0.3025 Generator Loss: 3.0999 Epoch: 7/16 Discriminator Loss: 0.2616 Generator Loss: 2.2357 Epoch: 7/16 Discriminator Loss: 0.3571 Generator Loss: 1.9633 Epoch: 7/16 Discriminator Loss: 0.1708 Generator Loss: 5.1327
Epoch: 7/16 Discriminator Loss: 0.3966 Generator Loss: 4.7441 Epoch: 7/16 Discriminator Loss: 0.3399 Generator Loss: 1.8934 Epoch: 7/16 Discriminator Loss: 0.1188 Generator Loss: 4.5445 Epoch: 7/16 Discriminator Loss: 0.1740 Generator Loss: 3.1476 Epoch: 7/16 Discriminator Loss: 0.2021 Generator Loss: 3.5522 Epoch: 7/16 Discriminator Loss: 0.1606 Generator Loss: 3.6355 Epoch: 7/16 Discriminator Loss: 0.6215 Generator Loss: 1.2899 Epoch: 7/16 Discriminator Loss: 0.0817 Generator Loss: 4.9346 Epoch: 7/16 Discriminator Loss: 0.3953 Generator Loss: 6.3432 Epoch: 7/16 Discriminator Loss: 0.1365 Generator Loss: 3.4306
Epoch: 7/16 Discriminator Loss: 0.3375 Generator Loss: 4.9252 Epoch: 7/16 Discriminator Loss: 0.5849 Generator Loss: 1.2367 Epoch: 7/16 Discriminator Loss: 0.1831 Generator Loss: 3.0657 Epoch: 7/16 Discriminator Loss: 0.9627 Generator Loss: 0.8141 Epoch: 7/16 Discriminator Loss: 0.3526 Generator Loss: 2.5205 Epoch: 7/16 Discriminator Loss: 0.1230 Generator Loss: 3.7783 Epoch: 7/16 Discriminator Loss: 0.2012 Generator Loss: 3.0278 Epoch: 7/16 Discriminator Loss: 0.1817 Generator Loss: 5.5480 Epoch: 7/16 Discriminator Loss: 0.3182 Generator Loss: 2.4143 Epoch: 7/16 Discriminator Loss: 0.3520 Generator Loss: 1.8912
Epoch: 7/16 Discriminator Loss: 0.1193 Generator Loss: 4.7197 Epoch: 7/16 Discriminator Loss: 0.1690 Generator Loss: 3.3763 Epoch: 7/16 Discriminator Loss: 0.2791 Generator Loss: 2.0933 Epoch: 7/16 Discriminator Loss: 0.3936 Generator Loss: 1.6835 Epoch: 7/16 Discriminator Loss: 1.2888 Generator Loss: 0.7158 Epoch: 7/16 Discriminator Loss: 0.2911 Generator Loss: 3.1811 Epoch: 7/16 Discriminator Loss: 0.7561 Generator Loss: 1.0843 Epoch: 7/16 Discriminator Loss: 0.1617 Generator Loss: 9.9503 Epoch: 7/16 Discriminator Loss: 0.5003 Generator Loss: 1.3328 Epoch: 7/16 Discriminator Loss: 0.2020 Generator Loss: 2.7209
Epoch: 7/16 Discriminator Loss: 0.2550 Generator Loss: 2.6148 Epoch: 7/16 Discriminator Loss: 0.0417 Generator Loss: 8.0895 Epoch: 7/16 Discriminator Loss: 0.0888 Generator Loss: 4.5518 Epoch: 7/16 Discriminator Loss: 1.2856 Generator Loss: 0.4960 Epoch: 7/16 Discriminator Loss: 0.2129 Generator Loss: 2.7192 Epoch: 7/16 Discriminator Loss: 0.4298 Generator Loss: 2.9635 Epoch: 7/16 Discriminator Loss: 0.4091 Generator Loss: 4.6885 Epoch: 7/16 Discriminator Loss: 0.2610 Generator Loss: 3.5607 Epoch: 7/16 Discriminator Loss: 0.2899 Generator Loss: 2.2704 Epoch: 7/16 Discriminator Loss: 0.1919 Generator Loss: 3.4106
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Epoch: 7/16 Discriminator Loss: 1.9234 Generator Loss: 0.2053 Epoch: 7/16 Discriminator Loss: 0.1664 Generator Loss: 4.8065 Epoch: 7/16 Discriminator Loss: 0.1514 Generator Loss: 3.6396 Epoch: 7/16 Discriminator Loss: 0.8644 Generator Loss: 4.4031 Epoch: 7/16 Discriminator Loss: 0.4175 Generator Loss: 4.3634 Epoch: 7/16 Discriminator Loss: 0.2990 Generator Loss: 2.0400 Epoch: 7/16 Discriminator Loss: 0.0537 Generator Loss: 5.5435 Epoch: 7/16 Discriminator Loss: 0.2092 Generator Loss: 2.6750 Epoch: 7/16 Discriminator Loss: 0.1694 Generator Loss: 3.4897 Epoch: 7/16 Discriminator Loss: 0.0986 Generator Loss: 7.9858
Epoch: 7/16 Discriminator Loss: 0.2180 Generator Loss: 2.9314 Epoch: 7/16 Discriminator Loss: 2.2699 Generator Loss: 0.1967 Epoch: 7/16 Discriminator Loss: 1.8869 Generator Loss: 4.4428 Epoch: 7/16 Discriminator Loss: 0.4469 Generator Loss: 3.3719 Epoch: 7/16 Discriminator Loss: 0.4903 Generator Loss: 1.7888 Epoch: 7/16 Discriminator Loss: 0.2416 Generator Loss: 5.1463 Epoch: 7/16 Discriminator Loss: 0.2223 Generator Loss: 2.8162 Epoch: 7/16 Discriminator Loss: 0.4388 Generator Loss: 1.5706 Epoch: 7/16 Discriminator Loss: 0.4133 Generator Loss: 1.6520 Epoch: 7/16 Discriminator Loss: 0.1198 Generator Loss: 4.9280
Epoch: 7/16 Discriminator Loss: 0.3095 Generator Loss: 2.2035 Epoch: 7/16 Discriminator Loss: 0.3299 Generator Loss: 2.0160 Epoch: 7/16 Discriminator Loss: 0.4886 Generator Loss: 6.7599 Epoch: 7/16 Discriminator Loss: 1.1596 Generator Loss: 0.5545 Epoch: 7/16 Discriminator Loss: 0.1302 Generator Loss: 3.5982 Epoch: 7/16 Discriminator Loss: 0.0744 Generator Loss: 6.2587 Epoch: 7/16 Discriminator Loss: 0.0565 Generator Loss: 7.3969 Epoch: 7/16 Discriminator Loss: 0.1850 Generator Loss: 2.8500 Epoch: 7/16 Discriminator Loss: 0.2669 Generator Loss: 2.2471 Epoch: 7/16 Discriminator Loss: 0.1453 Generator Loss: 5.4735
Epoch: 7/16 Discriminator Loss: 0.1528 Generator Loss: 5.6585 Epoch: 7/16 Discriminator Loss: 0.3040 Generator Loss: 2.0666 Epoch: 7/16 Discriminator Loss: 0.1192 Generator Loss: 3.5619 Epoch: 7/16 Discriminator Loss: 0.0981 Generator Loss: 3.5887 Epoch: 7/16 Discriminator Loss: 0.1748 Generator Loss: 3.0852 Epoch: 7/16 Discriminator Loss: 0.3653 Generator Loss: 1.6791 Epoch: 7/16 Discriminator Loss: 0.1073 Generator Loss: 3.1860 Epoch: 7/16 Discriminator Loss: 3.6688 Generator Loss: 0.0544 Epoch: 7/16 Discriminator Loss: 1.1362 Generator Loss: 0.5905 Epoch: 7/16 Discriminator Loss: 1.5042 Generator Loss: 0.3751
Epoch: 7/16 Discriminator Loss: 0.6194 Generator Loss: 1.1500 Epoch: 7/16 Discriminator Loss: 0.2952 Generator Loss: 2.9202 Epoch: 7/16 Discriminator Loss: 0.3870 Generator Loss: 1.9378 Epoch: 7/16 Discriminator Loss: 0.3515 Generator Loss: 4.0805 Epoch: 7/16 Discriminator Loss: 0.1753 Generator Loss: 5.3877 Epoch: 7/16 Discriminator Loss: 0.1802 Generator Loss: 2.7217 Epoch: 7/16 Discriminator Loss: 0.2134 Generator Loss: 4.1183 Epoch: 7/16 Discriminator Loss: 1.4928 Generator Loss: 0.3768 Epoch: 7/16 Discriminator Loss: 0.1911 Generator Loss: 2.9988 Epoch: 7/16 Discriminator Loss: 0.4748 Generator Loss: 3.4681
Epoch: 7/16 Discriminator Loss: 0.1272 Generator Loss: 3.4991 Epoch: 7/16 Discriminator Loss: 1.6980 Generator Loss: 0.3051 Epoch: 7/16 Discriminator Loss: 0.1843 Generator Loss: 3.5816 Epoch: 7/16 Discriminator Loss: 0.1137 Generator Loss: 5.7245 Epoch: 7/16 Discriminator Loss: 0.0798 Generator Loss: 4.4379 Epoch: 7/16 Discriminator Loss: 0.0988 Generator Loss: 4.1470 Epoch: 7/16 Discriminator Loss: 1.3064 Generator Loss: 7.9790 Epoch: 7/16 Discriminator Loss: 4.4184 Generator Loss: 2.7783 Epoch: 7/16 Discriminator Loss: 0.7637 Generator Loss: 1.3330 Epoch: 7/16 Discriminator Loss: 0.3136 Generator Loss: 2.3397
Epoch: 7/16 Discriminator Loss: 0.6560 Generator Loss: 1.6663 Epoch: 7/16 Discriminator Loss: 0.7608 Generator Loss: 0.8821 Epoch: 7/16 Discriminator Loss: 0.2092 Generator Loss: 3.9480 Epoch: 7/16 Discriminator Loss: 0.7625 Generator Loss: 0.8725 Epoch: 7/16 Discriminator Loss: 1.0499 Generator Loss: 0.6390 Epoch: 7/16 Discriminator Loss: 0.3579 Generator Loss: 2.0337 Epoch: 7/16 Discriminator Loss: 0.6011 Generator Loss: 2.2207 Epoch: 7/16 Discriminator Loss: 0.4902 Generator Loss: 1.3902 Epoch: 7/16 Discriminator Loss: 0.3175 Generator Loss: 1.9701 Epoch: 7/16 Discriminator Loss: 0.6205 Generator Loss: 1.1970
Epoch: 7/16 Discriminator Loss: 0.8001 Generator Loss: 1.1802 Epoch: 7/16 Discriminator Loss: 0.1552 Generator Loss: 2.7707 Epoch: 7/16 Discriminator Loss: 0.2271 Generator Loss: 3.2073 Epoch: 7/16 Discriminator Loss: 0.2672 Generator Loss: 5.7790 Epoch: 7/16 Discriminator Loss: 0.3620 Generator Loss: 1.5980 Epoch: 7/16 Discriminator Loss: 0.1116 Generator Loss: 4.4312 Epoch: 7/16 Discriminator Loss: 1.2171 Generator Loss: 0.5707 Epoch: 7/16 Discriminator Loss: 0.5338 Generator Loss: 1.3196 Epoch: 7/16 Discriminator Loss: 0.8131 Generator Loss: 0.9805 Epoch: 7/16 Discriminator Loss: 0.4070 Generator Loss: 1.7604
Epoch: 7/16 Discriminator Loss: 0.2405 Generator Loss: 3.1636 Epoch: 7/16 Discriminator Loss: 0.2022 Generator Loss: 3.9725 Epoch: 7/16 Discriminator Loss: 0.2830 Generator Loss: 2.2337 Epoch: 7/16 Discriminator Loss: 0.6716 Generator Loss: 0.9643 Epoch: 7/16 Discriminator Loss: 0.2876 Generator Loss: 2.3973 Epoch: 7/16 Discriminator Loss: 0.2059 Generator Loss: 4.7875 Epoch: 7/16 Discriminator Loss: 0.2257 Generator Loss: 2.2877 Epoch: 8/16 Discriminator Loss: 0.1329 Generator Loss: 3.4881 Epoch: 8/16 Discriminator Loss: 1.1607 Generator Loss: 0.5360 Epoch: 8/16 Discriminator Loss: 0.4180 Generator Loss: 1.6038
Epoch: 8/16 Discriminator Loss: 0.0885 Generator Loss: 5.6382 Epoch: 8/16 Discriminator Loss: 1.7839 Generator Loss: 0.2945 Epoch: 8/16 Discriminator Loss: 0.9402 Generator Loss: 1.6966 Epoch: 8/16 Discriminator Loss: 0.8007 Generator Loss: 0.9968 Epoch: 8/16 Discriminator Loss: 0.9147 Generator Loss: 0.8141 Epoch: 8/16 Discriminator Loss: 0.6722 Generator Loss: 0.9824 Epoch: 8/16 Discriminator Loss: 0.4372 Generator Loss: 1.4939 Epoch: 8/16 Discriminator Loss: 0.4415 Generator Loss: 2.5847 Epoch: 8/16 Discriminator Loss: 0.4965 Generator Loss: 1.5128 Epoch: 8/16 Discriminator Loss: 0.6696 Generator Loss: 1.0278
Epoch: 8/16 Discriminator Loss: 0.0985 Generator Loss: 4.8494 Epoch: 8/16 Discriminator Loss: 0.2064 Generator Loss: 2.6631 Epoch: 8/16 Discriminator Loss: 0.2942 Generator Loss: 1.8775 Epoch: 8/16 Discriminator Loss: 0.3203 Generator Loss: 1.9726 Epoch: 8/16 Discriminator Loss: 0.2746 Generator Loss: 3.0121 Epoch: 8/16 Discriminator Loss: 0.7364 Generator Loss: 0.8756 Epoch: 8/16 Discriminator Loss: 1.0820 Generator Loss: 0.6383 Epoch: 8/16 Discriminator Loss: 0.1433 Generator Loss: 4.0651 Epoch: 8/16 Discriminator Loss: 0.2298 Generator Loss: 2.4882 Epoch: 8/16 Discriminator Loss: 0.4787 Generator Loss: 1.5062
Epoch: 8/16 Discriminator Loss: 0.1865 Generator Loss: 2.5076 Epoch: 8/16 Discriminator Loss: 0.1320 Generator Loss: 3.1924 Epoch: 8/16 Discriminator Loss: 0.1570 Generator Loss: 3.4706 Epoch: 8/16 Discriminator Loss: 0.1757 Generator Loss: 5.8211 Epoch: 8/16 Discriminator Loss: 0.0438 Generator Loss: 7.2375 Epoch: 8/16 Discriminator Loss: 0.4343 Generator Loss: 1.4715 Epoch: 8/16 Discriminator Loss: 0.1816 Generator Loss: 3.7097 Epoch: 8/16 Discriminator Loss: 0.6809 Generator Loss: 0.9131 Epoch: 8/16 Discriminator Loss: 0.0539 Generator Loss: 4.1550 Epoch: 8/16 Discriminator Loss: 2.9534 Generator Loss: 4.3650
Epoch: 8/16 Discriminator Loss: 0.5610 Generator Loss: 1.2463 Epoch: 8/16 Discriminator Loss: 1.2710 Generator Loss: 0.5255 Epoch: 8/16 Discriminator Loss: 0.6357 Generator Loss: 1.1144 Epoch: 8/16 Discriminator Loss: 0.6613 Generator Loss: 5.6812 Epoch: 8/16 Discriminator Loss: 0.2836 Generator Loss: 2.9972 Epoch: 8/16 Discriminator Loss: 0.3622 Generator Loss: 1.7615 Epoch: 8/16 Discriminator Loss: 0.0867 Generator Loss: 4.2843 Epoch: 8/16 Discriminator Loss: 0.4889 Generator Loss: 1.3658 Epoch: 8/16 Discriminator Loss: 0.1582 Generator Loss: 3.1878 Epoch: 8/16 Discriminator Loss: 0.1127 Generator Loss: 3.8993
Epoch: 8/16 Discriminator Loss: 0.1890 Generator Loss: 3.1486 Epoch: 8/16 Discriminator Loss: 0.2840 Generator Loss: 6.2093 Epoch: 8/16 Discriminator Loss: 0.1259 Generator Loss: 3.2892 Epoch: 8/16 Discriminator Loss: 0.2551 Generator Loss: 3.0028 Epoch: 8/16 Discriminator Loss: 1.1281 Generator Loss: 0.5718 Epoch: 8/16 Discriminator Loss: 1.6471 Generator Loss: 3.4281 Epoch: 8/16 Discriminator Loss: 0.7662 Generator Loss: 1.0008 Epoch: 8/16 Discriminator Loss: 0.2194 Generator Loss: 2.5173 Epoch: 8/16 Discriminator Loss: 0.1875 Generator Loss: 4.6035 Epoch: 8/16 Discriminator Loss: 0.4021 Generator Loss: 6.6284
Epoch: 8/16 Discriminator Loss: 0.5118 Generator Loss: 2.4562 Epoch: 8/16 Discriminator Loss: 0.7852 Generator Loss: 0.7960 Epoch: 8/16 Discriminator Loss: 0.5636 Generator Loss: 1.3091 Epoch: 8/16 Discriminator Loss: 0.1331 Generator Loss: 3.8635 Epoch: 8/16 Discriminator Loss: 0.1574 Generator Loss: 3.2815 Epoch: 8/16 Discriminator Loss: 1.1111 Generator Loss: 0.6145 Epoch: 8/16 Discriminator Loss: 0.6857 Generator Loss: 0.9181 Epoch: 8/16 Discriminator Loss: 0.1014 Generator Loss: 3.7107 Epoch: 8/16 Discriminator Loss: 0.5187 Generator Loss: 1.2035 Epoch: 8/16 Discriminator Loss: 0.2911 Generator Loss: 2.3844
Epoch: 8/16 Discriminator Loss: 0.0657 Generator Loss: 10.7951 Epoch: 8/16 Discriminator Loss: 0.1000 Generator Loss: 9.3937 Epoch: 8/16 Discriminator Loss: 0.0964 Generator Loss: 4.4210 Epoch: 8/16 Discriminator Loss: 0.0953 Generator Loss: 5.0096 Epoch: 8/16 Discriminator Loss: 0.0491 Generator Loss: 5.1563 Epoch: 8/16 Discriminator Loss: 0.0689 Generator Loss: 5.7798 Epoch: 8/16 Discriminator Loss: 0.1341 Generator Loss: 5.2551 Epoch: 8/16 Discriminator Loss: 0.1409 Generator Loss: 5.1012 Epoch: 8/16 Discriminator Loss: 0.0673 Generator Loss: 8.9781 Epoch: 8/16 Discriminator Loss: 0.1380 Generator Loss: 5.5359
Epoch: 8/16 Discriminator Loss: 2.4266 Generator Loss: 3.6285 Epoch: 8/16 Discriminator Loss: 0.6104 Generator Loss: 1.3260 Epoch: 8/16 Discriminator Loss: 0.7186 Generator Loss: 1.0800 Epoch: 8/16 Discriminator Loss: 0.4231 Generator Loss: 1.8313 Epoch: 8/16 Discriminator Loss: 0.2660 Generator Loss: 2.2600 Epoch: 8/16 Discriminator Loss: 0.1081 Generator Loss: 3.6468 Epoch: 8/16 Discriminator Loss: 0.8364 Generator Loss: 0.8472 Epoch: 8/16 Discriminator Loss: 0.4412 Generator Loss: 9.7876 Epoch: 8/16 Discriminator Loss: 0.0259 Generator Loss: 9.8641 Epoch: 8/16 Discriminator Loss: 0.3823 Generator Loss: 1.8592
Epoch: 8/16 Discriminator Loss: 0.3942 Generator Loss: 8.9040 Epoch: 8/16 Discriminator Loss: 0.1018 Generator Loss: 13.0799 Epoch: 8/16 Discriminator Loss: 1.4737 Generator Loss: 1.0133 Epoch: 8/16 Discriminator Loss: 0.9896 Generator Loss: 0.9988 Epoch: 8/16 Discriminator Loss: 1.0494 Generator Loss: 0.6523 Epoch: 8/16 Discriminator Loss: 0.7025 Generator Loss: 1.4548 Epoch: 8/16 Discriminator Loss: 0.5419 Generator Loss: 1.6306 Epoch: 8/16 Discriminator Loss: 0.2686 Generator Loss: 2.1466 Epoch: 8/16 Discriminator Loss: 0.2696 Generator Loss: 2.5122 Epoch: 8/16 Discriminator Loss: 0.1441 Generator Loss: 4.2388
Epoch: 8/16 Discriminator Loss: 0.2774 Generator Loss: 2.2542 Epoch: 8/16 Discriminator Loss: 0.2473 Generator Loss: 2.3978 Epoch: 8/16 Discriminator Loss: 0.1022 Generator Loss: 3.9407 Epoch: 8/16 Discriminator Loss: 0.9472 Generator Loss: 0.7152 Epoch: 8/16 Discriminator Loss: 0.9819 Generator Loss: 0.7316 Epoch: 8/16 Discriminator Loss: 0.1642 Generator Loss: 6.9792 Epoch: 8/16 Discriminator Loss: 0.4545 Generator Loss: 5.1087 Epoch: 8/16 Discriminator Loss: 0.6015 Generator Loss: 1.1613 Epoch: 8/16 Discriminator Loss: 1.0968 Generator Loss: 0.5681 Epoch: 8/16 Discriminator Loss: 0.1737 Generator Loss: 2.7461
Epoch: 8/16 Discriminator Loss: 0.4563 Generator Loss: 4.9110 Epoch: 8/16 Discriminator Loss: 0.2103 Generator Loss: 2.7237 Epoch: 8/16 Discriminator Loss: 0.0588 Generator Loss: 5.9587 Epoch: 8/16 Discriminator Loss: 1.0873 Generator Loss: 0.6407 Epoch: 8/16 Discriminator Loss: 0.1205 Generator Loss: 3.3262 Epoch: 8/16 Discriminator Loss: 0.1588 Generator Loss: 2.6046 Epoch: 8/16 Discriminator Loss: 0.2447 Generator Loss: 4.1927 Epoch: 8/16 Discriminator Loss: 0.0607 Generator Loss: 3.9133 Epoch: 8/16 Discriminator Loss: 1.3745 Generator Loss: 0.8787 Epoch: 8/16 Discriminator Loss: 1.4911 Generator Loss: 0.9261
Epoch: 8/16 Discriminator Loss: 1.4408 Generator Loss: 0.7015 Epoch: 8/16 Discriminator Loss: 1.3642 Generator Loss: 0.6551 Epoch: 8/16 Discriminator Loss: 0.6136 Generator Loss: 1.4068 Epoch: 8/16 Discriminator Loss: 0.6763 Generator Loss: 1.0308 Epoch: 8/16 Discriminator Loss: 0.6008 Generator Loss: 1.8321 Epoch: 8/16 Discriminator Loss: 0.5173 Generator Loss: 1.4829 Epoch: 8/16 Discriminator Loss: 0.2722 Generator Loss: 3.0720 Epoch: 8/16 Discriminator Loss: 0.4631 Generator Loss: 1.6194 Epoch: 8/16 Discriminator Loss: 0.8876 Generator Loss: 0.7557 Epoch: 8/16 Discriminator Loss: 0.1077 Generator Loss: 4.6039
Epoch: 8/16 Discriminator Loss: 0.7506 Generator Loss: 0.8654 Epoch: 8/16 Discriminator Loss: 0.4583 Generator Loss: 2.2709 Epoch: 8/16 Discriminator Loss: 0.5333 Generator Loss: 1.3158 Epoch: 8/16 Discriminator Loss: 0.2805 Generator Loss: 2.3626 Epoch: 8/16 Discriminator Loss: 1.8105 Generator Loss: 0.2809 Epoch: 8/16 Discriminator Loss: 0.3521 Generator Loss: 4.2538 Epoch: 8/16 Discriminator Loss: 0.5030 Generator Loss: 1.2476 Epoch: 8/16 Discriminator Loss: 0.1172 Generator Loss: 3.2840 Epoch: 8/16 Discriminator Loss: 0.2359 Generator Loss: 3.2762 Epoch: 8/16 Discriminator Loss: 0.3886 Generator Loss: 7.5051
Epoch: 8/16 Discriminator Loss: 0.4641 Generator Loss: 3.1822 Epoch: 8/16 Discriminator Loss: 7.9941 Generator Loss: 10.4265 Epoch: 8/16 Discriminator Loss: 0.8627 Generator Loss: 0.8323 Epoch: 8/16 Discriminator Loss: 0.8402 Generator Loss: 0.7628 Epoch: 8/16 Discriminator Loss: 0.2286 Generator Loss: 3.5944 Epoch: 8/16 Discriminator Loss: 0.4437 Generator Loss: 1.5030 Epoch: 8/16 Discriminator Loss: 0.5388 Generator Loss: 1.2343 Epoch: 8/16 Discriminator Loss: 0.1339 Generator Loss: 3.3418 Epoch: 8/16 Discriminator Loss: 0.2521 Generator Loss: 2.0736 Epoch: 8/16 Discriminator Loss: 0.1919 Generator Loss: 5.0217
Epoch: 8/16 Discriminator Loss: 0.0586 Generator Loss: 7.6316 Epoch: 8/16 Discriminator Loss: 0.7947 Generator Loss: 0.8887 Epoch: 8/16 Discriminator Loss: 0.3570 Generator Loss: 1.8259 Epoch: 8/16 Discriminator Loss: 1.4007 Generator Loss: 10.2322 Epoch: 8/16 Discriminator Loss: 1.5705 Generator Loss: 2.7002 Epoch: 8/16 Discriminator Loss: 0.4099 Generator Loss: 1.7274 Epoch: 8/16 Discriminator Loss: 0.1144 Generator Loss: 4.6618 Epoch: 8/16 Discriminator Loss: 0.3060 Generator Loss: 1.8814 Epoch: 8/16 Discriminator Loss: 0.1185 Generator Loss: 6.1798 Epoch: 8/16 Discriminator Loss: 0.9083 Generator Loss: 3.1689
Epoch: 8/16 Discriminator Loss: 0.3167 Generator Loss: 1.6965 Epoch: 8/16 Discriminator Loss: 0.4675 Generator Loss: 1.3401 Epoch: 8/16 Discriminator Loss: 0.1232 Generator Loss: 3.0844 Epoch: 8/16 Discriminator Loss: 0.0786 Generator Loss: 5.1431 Epoch: 8/16 Discriminator Loss: 0.1305 Generator Loss: 3.5707 Epoch: 9/16 Discriminator Loss: 0.6157 Generator Loss: 10.1099 Epoch: 9/16 Discriminator Loss: 0.1653 Generator Loss: 7.8587 Epoch: 9/16 Discriminator Loss: 0.8420 Generator Loss: 0.7280 Epoch: 9/16 Discriminator Loss: 0.4266 Generator Loss: 3.0923 Epoch: 9/16 Discriminator Loss: 0.2229 Generator Loss: 2.4402
Epoch: 9/16 Discriminator Loss: 0.0997 Generator Loss: 3.6483 Epoch: 9/16 Discriminator Loss: 0.0242 Generator Loss: 5.5876 Epoch: 9/16 Discriminator Loss: 0.0733 Generator Loss: 4.4356 Epoch: 9/16 Discriminator Loss: 1.2438 Generator Loss: 2.9076 Epoch: 9/16 Discriminator Loss: 1.0771 Generator Loss: 2.0840 Epoch: 9/16 Discriminator Loss: 1.0955 Generator Loss: 0.6180 Epoch: 9/16 Discriminator Loss: 0.3872 Generator Loss: 1.6778 Epoch: 9/16 Discriminator Loss: 0.2206 Generator Loss: 9.4135 Epoch: 9/16 Discriminator Loss: 0.1234 Generator Loss: 4.9550 Epoch: 9/16 Discriminator Loss: 0.0701 Generator Loss: 6.0998
Epoch: 9/16 Discriminator Loss: 0.0813 Generator Loss: 4.4865 Epoch: 9/16 Discriminator Loss: 0.1169 Generator Loss: 4.4162 Epoch: 9/16 Discriminator Loss: 0.6430 Generator Loss: 10.8150 Epoch: 9/16 Discriminator Loss: 0.0417 Generator Loss: 7.0946 Epoch: 9/16 Discriminator Loss: 0.0399 Generator Loss: 5.3865 Epoch: 9/16 Discriminator Loss: 0.3545 Generator Loss: 1.5769 Epoch: 9/16 Discriminator Loss: 2.6978 Generator Loss: 1.2745 Epoch: 9/16 Discriminator Loss: 1.0584 Generator Loss: 0.9425 Epoch: 9/16 Discriminator Loss: 0.3486 Generator Loss: 3.3381 Epoch: 9/16 Discriminator Loss: 0.2690 Generator Loss: 4.5315
Epoch: 9/16 Discriminator Loss: 0.1707 Generator Loss: 4.2700 Epoch: 9/16 Discriminator Loss: 0.2002 Generator Loss: 2.8489 Epoch: 9/16 Discriminator Loss: 1.4768 Generator Loss: 0.3679 Epoch: 9/16 Discriminator Loss: 2.0613 Generator Loss: 0.1910 Epoch: 9/16 Discriminator Loss: 0.1940 Generator Loss: 2.3402 Epoch: 9/16 Discriminator Loss: 0.2072 Generator Loss: 5.3662 Epoch: 9/16 Discriminator Loss: 0.8793 Generator Loss: 0.8089 Epoch: 9/16 Discriminator Loss: 0.1130 Generator Loss: 3.2681 Epoch: 9/16 Discriminator Loss: 0.4035 Generator Loss: 1.6922 Epoch: 9/16 Discriminator Loss: 0.6222 Generator Loss: 2.6205
Epoch: 9/16 Discriminator Loss: 0.8134 Generator Loss: 0.8193 Epoch: 9/16 Discriminator Loss: 0.1548 Generator Loss: 3.0823 Epoch: 9/16 Discriminator Loss: 0.9506 Generator Loss: 0.6734 Epoch: 9/16 Discriminator Loss: 0.4576 Generator Loss: 1.4590 Epoch: 9/16 Discriminator Loss: 0.3101 Generator Loss: 1.8756 Epoch: 9/16 Discriminator Loss: 0.2488 Generator Loss: 3.0708 Epoch: 9/16 Discriminator Loss: 0.3822 Generator Loss: 1.6187 Epoch: 9/16 Discriminator Loss: 0.1561 Generator Loss: 5.3591 Epoch: 9/16 Discriminator Loss: 0.1641 Generator Loss: 4.6432 Epoch: 9/16 Discriminator Loss: 0.2135 Generator Loss: 4.4870
Epoch: 9/16 Discriminator Loss: 0.2972 Generator Loss: 2.6718 Epoch: 9/16 Discriminator Loss: 0.0811 Generator Loss: 4.2696 Epoch: 9/16 Discriminator Loss: 0.0738 Generator Loss: 3.5861 Epoch: 9/16 Discriminator Loss: 4.6129 Generator Loss: 5.3125 Epoch: 9/16 Discriminator Loss: 1.1850 Generator Loss: 0.6419 Epoch: 9/16 Discriminator Loss: 0.4558 Generator Loss: 3.3638 Epoch: 9/16 Discriminator Loss: 0.1416 Generator Loss: 5.2862 Epoch: 9/16 Discriminator Loss: 1.0927 Generator Loss: 0.5816 Epoch: 9/16 Discriminator Loss: 0.6020 Generator Loss: 3.0597 Epoch: 9/16 Discriminator Loss: 0.1236 Generator Loss: 3.5845
Epoch: 9/16 Discriminator Loss: 0.3775 Generator Loss: 7.0600 Epoch: 9/16 Discriminator Loss: 0.5178 Generator Loss: 1.3149 Epoch: 9/16 Discriminator Loss: 0.3558 Generator Loss: 1.6919 Epoch: 9/16 Discriminator Loss: 0.2135 Generator Loss: 2.2667 Epoch: 9/16 Discriminator Loss: 0.2295 Generator Loss: 2.7664 Epoch: 9/16 Discriminator Loss: 0.0911 Generator Loss: 5.8935 Epoch: 9/16 Discriminator Loss: 1.2694 Generator Loss: 5.4065 Epoch: 9/16 Discriminator Loss: 1.2657 Generator Loss: 0.9789 Epoch: 9/16 Discriminator Loss: 1.0056 Generator Loss: 0.7463 Epoch: 9/16 Discriminator Loss: 0.3892 Generator Loss: 1.6542
Epoch: 9/16 Discriminator Loss: 0.3772 Generator Loss: 2.5394 Epoch: 9/16 Discriminator Loss: 0.0984 Generator Loss: 4.4766 Epoch: 9/16 Discriminator Loss: 0.2537 Generator Loss: 9.3067 Epoch: 9/16 Discriminator Loss: 0.3291 Generator Loss: 1.6916 Epoch: 9/16 Discriminator Loss: 0.6478 Generator Loss: 1.0714 Epoch: 9/16 Discriminator Loss: 0.7051 Generator Loss: 6.1190 Epoch: 9/16 Discriminator Loss: 0.0798 Generator Loss: 6.0391 Epoch: 9/16 Discriminator Loss: 1.4478 Generator Loss: 0.4446 Epoch: 9/16 Discriminator Loss: 0.4996 Generator Loss: 1.3134 Epoch: 9/16 Discriminator Loss: 0.1099 Generator Loss: 2.8738
Epoch: 9/16 Discriminator Loss: 0.1116 Generator Loss: 3.7556 Epoch: 9/16 Discriminator Loss: 0.1022 Generator Loss: 3.7401 Epoch: 9/16 Discriminator Loss: 0.7813 Generator Loss: 0.8365 Epoch: 9/16 Discriminator Loss: 0.6100 Generator Loss: 1.5110 Epoch: 9/16 Discriminator Loss: 1.0098 Generator Loss: 0.5879 Epoch: 9/16 Discriminator Loss: 0.8499 Generator Loss: 1.1080 Epoch: 9/16 Discriminator Loss: 0.2651 Generator Loss: 3.2188 Epoch: 9/16 Discriminator Loss: 0.3876 Generator Loss: 1.9755 Epoch: 9/16 Discriminator Loss: 0.4024 Generator Loss: 1.5702 Epoch: 9/16 Discriminator Loss: 0.1057 Generator Loss: 5.0463
Epoch: 9/16 Discriminator Loss: 0.1814 Generator Loss: 2.4956 Epoch: 9/16 Discriminator Loss: 2.1758 Generator Loss: 0.1631 Epoch: 9/16 Discriminator Loss: 0.5631 Generator Loss: 1.4640 Epoch: 9/16 Discriminator Loss: 0.8247 Generator Loss: 4.0761 Epoch: 9/16 Discriminator Loss: 0.6438 Generator Loss: 1.4768 Epoch: 9/16 Discriminator Loss: 0.4195 Generator Loss: 5.8593 Epoch: 9/16 Discriminator Loss: 0.1517 Generator Loss: 3.2057 Epoch: 9/16 Discriminator Loss: 0.5617 Generator Loss: 1.2465 Epoch: 9/16 Discriminator Loss: 2.9064 Generator Loss: 5.7967 Epoch: 9/16 Discriminator Loss: 0.5300 Generator Loss: 1.3371
Epoch: 9/16 Discriminator Loss: 0.4299 Generator Loss: 2.8259 Epoch: 9/16 Discriminator Loss: 0.5932 Generator Loss: 3.5615 Epoch: 9/16 Discriminator Loss: 0.8533 Generator Loss: 1.6335 Epoch: 9/16 Discriminator Loss: 0.2476 Generator Loss: 2.4812 Epoch: 9/16 Discriminator Loss: 0.1779 Generator Loss: 4.1298 Epoch: 9/16 Discriminator Loss: 0.6946 Generator Loss: 1.0617 Epoch: 9/16 Discriminator Loss: 0.3265 Generator Loss: 1.6861 Epoch: 9/16 Discriminator Loss: 0.4367 Generator Loss: 6.6129 Epoch: 9/16 Discriminator Loss: 0.0826 Generator Loss: 4.6396 Epoch: 9/16 Discriminator Loss: 3.5143 Generator Loss: 3.4776
Epoch: 9/16 Discriminator Loss: 0.7672 Generator Loss: 1.6890 Epoch: 9/16 Discriminator Loss: 0.9474 Generator Loss: 0.6985 Epoch: 9/16 Discriminator Loss: 0.4604 Generator Loss: 2.0865 Epoch: 9/16 Discriminator Loss: 0.6469 Generator Loss: 1.0927 Epoch: 9/16 Discriminator Loss: 0.1542 Generator Loss: 3.0239 Epoch: 9/16 Discriminator Loss: 0.3133 Generator Loss: 8.1178 Epoch: 9/16 Discriminator Loss: 0.1524 Generator Loss: 6.9639 Epoch: 9/16 Discriminator Loss: 1.0708 Generator Loss: 1.8285 Epoch: 9/16 Discriminator Loss: 0.1988 Generator Loss: 3.2120 Epoch: 9/16 Discriminator Loss: 0.6523 Generator Loss: 1.5305
Epoch: 9/16 Discriminator Loss: 0.4969 Generator Loss: 1.3114 Epoch: 9/16 Discriminator Loss: 0.1858 Generator Loss: 3.9576 Epoch: 9/16 Discriminator Loss: 1.2001 Generator Loss: 0.4927 Epoch: 9/16 Discriminator Loss: 0.8409 Generator Loss: 0.7703 Epoch: 9/16 Discriminator Loss: 0.4849 Generator Loss: 2.5213 Epoch: 9/16 Discriminator Loss: 0.9406 Generator Loss: 0.7081 Epoch: 9/16 Discriminator Loss: 0.4207 Generator Loss: 1.6140 Epoch: 9/16 Discriminator Loss: 0.6238 Generator Loss: 1.3035 Epoch: 9/16 Discriminator Loss: 0.3264 Generator Loss: 3.1554 Epoch: 9/16 Discriminator Loss: 0.4104 Generator Loss: 1.4426
Epoch: 9/16 Discriminator Loss: 0.1147 Generator Loss: 7.6410 Epoch: 9/16 Discriminator Loss: 0.2666 Generator Loss: 4.1382 Epoch: 9/16 Discriminator Loss: 0.0917 Generator Loss: 4.1715 Epoch: 9/16 Discriminator Loss: 0.9274 Generator Loss: 1.8557 Epoch: 9/16 Discriminator Loss: 0.2523 Generator Loss: 3.1867 Epoch: 9/16 Discriminator Loss: 0.1265 Generator Loss: 3.6914 Epoch: 9/16 Discriminator Loss: 0.2691 Generator Loss: 6.7308 Epoch: 9/16 Discriminator Loss: 0.3407 Generator Loss: 3.9670 Epoch: 9/16 Discriminator Loss: 0.2875 Generator Loss: 3.7454 Epoch: 9/16 Discriminator Loss: 0.0790 Generator Loss: 7.4606
Epoch: 9/16 Discriminator Loss: 0.2368 Generator Loss: 2.2089 Epoch: 9/16 Discriminator Loss: 0.4908 Generator Loss: 1.2597 Epoch: 9/16 Discriminator Loss: 0.0763 Generator Loss: 5.0049 Epoch: 9/16 Discriminator Loss: 0.1853 Generator Loss: 3.5806 Epoch: 9/16 Discriminator Loss: 0.2943 Generator Loss: 2.1976 Epoch: 9/16 Discriminator Loss: 1.8560 Generator Loss: 2.8065 Epoch: 9/16 Discriminator Loss: 0.8766 Generator Loss: 1.0976 Epoch: 9/16 Discriminator Loss: 0.9250 Generator Loss: 0.7863 Epoch: 9/16 Discriminator Loss: 0.5377 Generator Loss: 1.9893 Epoch: 9/16 Discriminator Loss: 2.9214 Generator Loss: 5.2778
Epoch: 9/16 Discriminator Loss: 0.6125 Generator Loss: 2.0581 Epoch: 9/16 Discriminator Loss: 0.8028 Generator Loss: 0.8339 Epoch: 9/16 Discriminator Loss: 1.7220 Generator Loss: 0.2992 Epoch: 9/16 Discriminator Loss: 0.9078 Generator Loss: 0.8753 Epoch: 9/16 Discriminator Loss: 0.3396 Generator Loss: 1.7682 Epoch: 9/16 Discriminator Loss: 1.2619 Generator Loss: 1.0401 Epoch: 9/16 Discriminator Loss: 0.6093 Generator Loss: 1.9546 Epoch: 9/16 Discriminator Loss: 0.2015 Generator Loss: 3.0237 Epoch: 9/16 Discriminator Loss: 0.2145 Generator Loss: 2.4409 Epoch: 9/16 Discriminator Loss: 0.3867 Generator Loss: 1.4151
Epoch: 9/16 Discriminator Loss: 0.4010 Generator Loss: 1.8837 Epoch: 9/16 Discriminator Loss: 0.2589 Generator Loss: 1.9805 Epoch: 9/16 Discriminator Loss: 0.2178 Generator Loss: 2.6977 Epoch: 10/16 Discriminator Loss: 0.0607 Generator Loss: 4.5612 Epoch: 10/16 Discriminator Loss: 0.4840 Generator Loss: 1.2656 Epoch: 10/16 Discriminator Loss: 1.0635 Generator Loss: 0.7411 Epoch: 10/16 Discriminator Loss: 0.0925 Generator Loss: 3.6933 Epoch: 10/16 Discriminator Loss: 0.8569 Generator Loss: 0.7180 Epoch: 10/16 Discriminator Loss: 0.9351 Generator Loss: 1.1572 Epoch: 10/16 Discriminator Loss: 0.6369 Generator Loss: 0.9860
Epoch: 10/16 Discriminator Loss: 1.5097 Generator Loss: 0.3502 Epoch: 10/16 Discriminator Loss: 0.2313 Generator Loss: 2.3091 Epoch: 10/16 Discriminator Loss: 0.8747 Generator Loss: 0.7508 Epoch: 10/16 Discriminator Loss: 0.1952 Generator Loss: 2.4077 Epoch: 10/16 Discriminator Loss: 0.1028 Generator Loss: 3.5613 Epoch: 10/16 Discriminator Loss: 0.3031 Generator Loss: 2.0185 Epoch: 10/16 Discriminator Loss: 1.6470 Generator Loss: 0.2944 Epoch: 10/16 Discriminator Loss: 1.3589 Generator Loss: 0.4264 Epoch: 10/16 Discriminator Loss: 0.5081 Generator Loss: 1.3214 Epoch: 10/16 Discriminator Loss: 0.2719 Generator Loss: 4.4958
Epoch: 10/16 Discriminator Loss: 0.1718 Generator Loss: 3.0190 Epoch: 10/16 Discriminator Loss: 0.9565 Generator Loss: 0.7089 Epoch: 10/16 Discriminator Loss: 0.6546 Generator Loss: 0.9973 Epoch: 10/16 Discriminator Loss: 0.0378 Generator Loss: 5.2158 Epoch: 10/16 Discriminator Loss: 1.2705 Generator Loss: 0.6212 Epoch: 10/16 Discriminator Loss: 0.7418 Generator Loss: 1.8458 Epoch: 10/16 Discriminator Loss: 0.1460 Generator Loss: 3.7341 Epoch: 10/16 Discriminator Loss: 0.3380 Generator Loss: 1.6250 Epoch: 10/16 Discriminator Loss: 0.2520 Generator Loss: 2.2938 Epoch: 10/16 Discriminator Loss: 0.6463 Generator Loss: 1.0365
Epoch: 10/16 Discriminator Loss: 0.7474 Generator Loss: 3.3410 Epoch: 10/16 Discriminator Loss: 0.2659 Generator Loss: 1.9320 Epoch: 10/16 Discriminator Loss: 0.0880 Generator Loss: 5.0615 Epoch: 10/16 Discriminator Loss: 0.9352 Generator Loss: 0.6683 Epoch: 10/16 Discriminator Loss: 0.0896 Generator Loss: 4.2564 Epoch: 10/16 Discriminator Loss: 0.3218 Generator Loss: 2.0580 Epoch: 10/16 Discriminator Loss: 0.3228 Generator Loss: 1.7358 Epoch: 10/16 Discriminator Loss: 0.1879 Generator Loss: 2.7363 Epoch: 10/16 Discriminator Loss: 0.1577 Generator Loss: 2.6102 Epoch: 10/16 Discriminator Loss: 0.8229 Generator Loss: 0.8338
Epoch: 10/16 Discriminator Loss: 0.1693 Generator Loss: 2.8248 Epoch: 10/16 Discriminator Loss: 0.6825 Generator Loss: 1.0103 Epoch: 10/16 Discriminator Loss: 0.2456 Generator Loss: 2.3633 Epoch: 10/16 Discriminator Loss: 0.6466 Generator Loss: 1.0768 Epoch: 10/16 Discriminator Loss: 0.1881 Generator Loss: 2.7469 Epoch: 10/16 Discriminator Loss: 0.9158 Generator Loss: 0.8196 Epoch: 10/16 Discriminator Loss: 0.0962 Generator Loss: 3.8166 Epoch: 10/16 Discriminator Loss: 0.2038 Generator Loss: 2.3849 Epoch: 10/16 Discriminator Loss: 0.0852 Generator Loss: 4.6101 Epoch: 10/16 Discriminator Loss: 0.3249 Generator Loss: 4.0854
Epoch: 10/16 Discriminator Loss: 1.2889 Generator Loss: 0.5000 Epoch: 10/16 Discriminator Loss: 1.0869 Generator Loss: 3.5879 Epoch: 10/16 Discriminator Loss: 0.1001 Generator Loss: 3.9111 Epoch: 10/16 Discriminator Loss: 0.1487 Generator Loss: 2.5174 Epoch: 10/16 Discriminator Loss: 0.4588 Generator Loss: 1.4282 Epoch: 10/16 Discriminator Loss: 1.2317 Generator Loss: 0.5361 Epoch: 10/16 Discriminator Loss: 0.3680 Generator Loss: 1.8858 Epoch: 10/16 Discriminator Loss: 0.6734 Generator Loss: 1.0094 Epoch: 10/16 Discriminator Loss: 0.7097 Generator Loss: 1.0448 Epoch: 10/16 Discriminator Loss: 0.0587 Generator Loss: 8.4992
Epoch: 10/16 Discriminator Loss: 0.1049 Generator Loss: 4.3363 Epoch: 10/16 Discriminator Loss: 0.4690 Generator Loss: 1.3844 Epoch: 10/16 Discriminator Loss: 0.2652 Generator Loss: 2.2408 Epoch: 10/16 Discriminator Loss: 0.0475 Generator Loss: 5.2907 Epoch: 10/16 Discriminator Loss: 0.3574 Generator Loss: 1.8581 Epoch: 10/16 Discriminator Loss: 0.7879 Generator Loss: 0.8591 Epoch: 10/16 Discriminator Loss: 0.3462 Generator Loss: 1.8143 Epoch: 10/16 Discriminator Loss: 0.1146 Generator Loss: 3.8517 Epoch: 10/16 Discriminator Loss: 1.5590 Generator Loss: 0.3305 Epoch: 10/16 Discriminator Loss: 1.4146 Generator Loss: 0.4115
Epoch: 10/16 Discriminator Loss: 0.5629 Generator Loss: 1.2480 Epoch: 10/16 Discriminator Loss: 0.8521 Generator Loss: 1.3721 Epoch: 10/16 Discriminator Loss: 0.6812 Generator Loss: 4.5887 Epoch: 10/16 Discriminator Loss: 0.2110 Generator Loss: 3.7375 Epoch: 10/16 Discriminator Loss: 0.2883 Generator Loss: 6.1709 Epoch: 10/16 Discriminator Loss: 0.1437 Generator Loss: 2.9697 Epoch: 10/16 Discriminator Loss: 0.2061 Generator Loss: 2.4791 Epoch: 10/16 Discriminator Loss: 0.1317 Generator Loss: 3.1100 Epoch: 10/16 Discriminator Loss: 0.1546 Generator Loss: 2.8321 Epoch: 10/16 Discriminator Loss: 0.1501 Generator Loss: 4.0681
Epoch: 10/16 Discriminator Loss: 0.0610 Generator Loss: 4.5785 Epoch: 10/16 Discriminator Loss: 0.5150 Generator Loss: 1.1914 Epoch: 10/16 Discriminator Loss: 1.8973 Generator Loss: 0.2905 Epoch: 10/16 Discriminator Loss: 1.0733 Generator Loss: 0.6702 Epoch: 10/16 Discriminator Loss: 0.1473 Generator Loss: 3.0551 Epoch: 10/16 Discriminator Loss: 0.0939 Generator Loss: 5.2673 Epoch: 10/16 Discriminator Loss: 0.3862 Generator Loss: 1.6638 Epoch: 10/16 Discriminator Loss: 1.0883 Generator Loss: 4.7015 Epoch: 10/16 Discriminator Loss: 3.0648 Generator Loss: 5.8932 Epoch: 10/16 Discriminator Loss: 0.3714 Generator Loss: 1.6536
Epoch: 10/16 Discriminator Loss: 0.2282 Generator Loss: 2.5748 Epoch: 10/16 Discriminator Loss: 0.8115 Generator Loss: 2.0643 Epoch: 10/16 Discriminator Loss: 1.4978 Generator Loss: 2.7692 Epoch: 10/16 Discriminator Loss: 0.7064 Generator Loss: 0.8943 Epoch: 10/16 Discriminator Loss: 0.1910 Generator Loss: 3.6770 Epoch: 10/16 Discriminator Loss: 0.3214 Generator Loss: 1.8323 Epoch: 10/16 Discriminator Loss: 0.1766 Generator Loss: 3.2290 Epoch: 10/16 Discriminator Loss: 0.6363 Generator Loss: 1.0294 Epoch: 10/16 Discriminator Loss: 0.1373 Generator Loss: 4.8820 Epoch: 10/16 Discriminator Loss: 0.6179 Generator Loss: 1.0153
Epoch: 10/16 Discriminator Loss: 0.9345 Generator Loss: 0.6657 Epoch: 10/16 Discriminator Loss: 0.0386 Generator Loss: 4.6426 Epoch: 10/16 Discriminator Loss: 0.1133 Generator Loss: 2.9757 Epoch: 10/16 Discriminator Loss: 2.4074 Generator Loss: 4.5233 Epoch: 10/16 Discriminator Loss: 0.2538 Generator Loss: 2.6833 Epoch: 10/16 Discriminator Loss: 3.0097 Generator Loss: 0.0772 Epoch: 10/16 Discriminator Loss: 0.9783 Generator Loss: 2.3052 Epoch: 10/16 Discriminator Loss: 0.5432 Generator Loss: 1.3212 Epoch: 10/16 Discriminator Loss: 0.0840 Generator Loss: 4.8875 Epoch: 10/16 Discriminator Loss: 0.0880 Generator Loss: 6.0303
Epoch: 10/16 Discriminator Loss: 0.8153 Generator Loss: 0.7885 Epoch: 10/16 Discriminator Loss: 0.2358 Generator Loss: 2.2359 Epoch: 10/16 Discriminator Loss: 0.0987 Generator Loss: 4.8383 Epoch: 10/16 Discriminator Loss: 0.5188 Generator Loss: 3.1001 Epoch: 10/16 Discriminator Loss: 0.1774 Generator Loss: 2.7592 Epoch: 10/16 Discriminator Loss: 0.1308 Generator Loss: 2.9478 Epoch: 10/16 Discriminator Loss: 0.9629 Generator Loss: 0.6518 Epoch: 10/16 Discriminator Loss: 1.0535 Generator Loss: 0.6420 Epoch: 10/16 Discriminator Loss: 0.8193 Generator Loss: 0.9749 Epoch: 10/16 Discriminator Loss: 1.5437 Generator Loss: 0.3426
Epoch: 10/16 Discriminator Loss: 0.1841 Generator Loss: 6.4066 Epoch: 10/16 Discriminator Loss: 0.2096 Generator Loss: 3.1620 Epoch: 10/16 Discriminator Loss: 0.0552 Generator Loss: 6.6054 Epoch: 10/16 Discriminator Loss: 0.7309 Generator Loss: 5.4047 Epoch: 10/16 Discriminator Loss: 0.4183 Generator Loss: 5.0267 Epoch: 10/16 Discriminator Loss: 0.0307 Generator Loss: 7.7465 Epoch: 10/16 Discriminator Loss: 0.0475 Generator Loss: 5.3606 Epoch: 10/16 Discriminator Loss: 0.5124 Generator Loss: 1.2305 Epoch: 10/16 Discriminator Loss: 0.5022 Generator Loss: 1.3558 Epoch: 10/16 Discriminator Loss: 0.1382 Generator Loss: 3.9763
Epoch: 10/16 Discriminator Loss: 0.7998 Generator Loss: 0.8135 Epoch: 10/16 Discriminator Loss: 0.1039 Generator Loss: 7.4857 Epoch: 10/16 Discriminator Loss: 0.0997 Generator Loss: 3.5725 Epoch: 10/16 Discriminator Loss: 0.0573 Generator Loss: 8.8246 Epoch: 10/16 Discriminator Loss: 0.1910 Generator Loss: 2.5072 Epoch: 10/16 Discriminator Loss: 0.0770 Generator Loss: 7.3524 Epoch: 10/16 Discriminator Loss: 0.0278 Generator Loss: 5.8106 Epoch: 10/16 Discriminator Loss: 1.1307 Generator Loss: 0.5237 Epoch: 10/16 Discriminator Loss: 0.5333 Generator Loss: 7.9944 Epoch: 10/16 Discriminator Loss: 3.5753 Generator Loss: 4.0189
Epoch: 10/16 Discriminator Loss: 0.3082 Generator Loss: 1.9950 Epoch: 10/16 Discriminator Loss: 0.1147 Generator Loss: 4.9207 Epoch: 10/16 Discriminator Loss: 0.0807 Generator Loss: 5.7381 Epoch: 10/16 Discriminator Loss: 0.1611 Generator Loss: 4.6544 Epoch: 10/16 Discriminator Loss: 0.8252 Generator Loss: 0.8175 Epoch: 10/16 Discriminator Loss: 0.7091 Generator Loss: 0.9685 Epoch: 10/16 Discriminator Loss: 0.6301 Generator Loss: 1.1156 Epoch: 10/16 Discriminator Loss: 0.1617 Generator Loss: 3.4260 Epoch: 10/16 Discriminator Loss: 0.0365 Generator Loss: 5.8040 Epoch: 10/16 Discriminator Loss: 0.2641 Generator Loss: 3.2734
Epoch: 10/16 Discriminator Loss: 0.0506 Generator Loss: 5.0865 Epoch: 10/16 Discriminator Loss: 0.3513 Generator Loss: 1.6288 Epoch: 10/16 Discriminator Loss: 0.6166 Generator Loss: 1.1918 Epoch: 10/16 Discriminator Loss: 0.1863 Generator Loss: 2.7585 Epoch: 10/16 Discriminator Loss: 0.2691 Generator Loss: 2.0890 Epoch: 10/16 Discriminator Loss: 0.0472 Generator Loss: 5.8125 Epoch: 10/16 Discriminator Loss: 0.8491 Generator Loss: 2.7381 Epoch: 10/16 Discriminator Loss: 1.6526 Generator Loss: 0.2958 Epoch: 10/16 Discriminator Loss: 0.5466 Generator Loss: 1.2653 Epoch: 10/16 Discriminator Loss: 0.3253 Generator Loss: 2.2481
Epoch: 10/16 Discriminator Loss: 0.4161 Generator Loss: 1.5517 Epoch: 10/16 Discriminator Loss: 0.7486 Generator Loss: 2.0218 Epoch: 11/16 Discriminator Loss: 0.7557 Generator Loss: 1.0608 Epoch: 11/16 Discriminator Loss: 1.6186 Generator Loss: 0.3253 Epoch: 11/16 Discriminator Loss: 0.4043 Generator Loss: 1.5508 Epoch: 11/16 Discriminator Loss: 0.3188 Generator Loss: 2.8998 Epoch: 11/16 Discriminator Loss: 0.7594 Generator Loss: 0.8612 Epoch: 11/16 Discriminator Loss: 0.0733 Generator Loss: 5.9729 Epoch: 11/16 Discriminator Loss: 0.0944 Generator Loss: 4.7145 Epoch: 11/16 Discriminator Loss: 0.1226 Generator Loss: 6.1804
Epoch: 11/16 Discriminator Loss: 1.3770 Generator Loss: 0.4357 Epoch: 11/16 Discriminator Loss: 0.3841 Generator Loss: 2.4670 Epoch: 11/16 Discriminator Loss: 0.1574 Generator Loss: 4.1596 Epoch: 11/16 Discriminator Loss: 0.0829 Generator Loss: 3.9195 Epoch: 11/16 Discriminator Loss: 0.0409 Generator Loss: 9.3125 Epoch: 11/16 Discriminator Loss: 0.2027 Generator Loss: 2.2869 Epoch: 11/16 Discriminator Loss: 0.9157 Generator Loss: 1.1864 Epoch: 11/16 Discriminator Loss: 0.5872 Generator Loss: 1.1897 Epoch: 11/16 Discriminator Loss: 0.2070 Generator Loss: 2.3544 Epoch: 11/16 Discriminator Loss: 1.1415 Generator Loss: 1.8476
Epoch: 11/16 Discriminator Loss: 0.2021 Generator Loss: 3.3092 Epoch: 11/16 Discriminator Loss: 0.7581 Generator Loss: 0.8435 Epoch: 11/16 Discriminator Loss: 0.1794 Generator Loss: 2.3545 Epoch: 11/16 Discriminator Loss: 0.1592 Generator Loss: 2.5557 Epoch: 11/16 Discriminator Loss: 0.3678 Generator Loss: 2.7924 Epoch: 11/16 Discriminator Loss: 0.6066 Generator Loss: 6.6439 Epoch: 11/16 Discriminator Loss: 0.0531 Generator Loss: 6.1223 Epoch: 11/16 Discriminator Loss: 0.1838 Generator Loss: 2.7774 Epoch: 11/16 Discriminator Loss: 0.2337 Generator Loss: 2.4730 Epoch: 11/16 Discriminator Loss: 2.1851 Generator Loss: 0.1592
Epoch: 11/16 Discriminator Loss: 0.0539 Generator Loss: 4.2930 Epoch: 11/16 Discriminator Loss: 0.2523 Generator Loss: 2.1507 Epoch: 11/16 Discriminator Loss: 0.5810 Generator Loss: 1.0986 Epoch: 11/16 Discriminator Loss: 0.3133 Generator Loss: 1.8277 Epoch: 11/16 Discriminator Loss: 0.1346 Generator Loss: 5.1048 Epoch: 11/16 Discriminator Loss: 0.0797 Generator Loss: 5.7145 Epoch: 11/16 Discriminator Loss: 0.3020 Generator Loss: 1.8463 Epoch: 11/16 Discriminator Loss: 0.0759 Generator Loss: 5.0231 Epoch: 11/16 Discriminator Loss: 0.1732 Generator Loss: 2.7803 Epoch: 11/16 Discriminator Loss: 0.3934 Generator Loss: 1.9979
Epoch: 11/16 Discriminator Loss: 0.5278 Generator Loss: 5.0646 Epoch: 11/16 Discriminator Loss: 0.4406 Generator Loss: 1.3855 Epoch: 11/16 Discriminator Loss: 0.0384 Generator Loss: 6.1086 Epoch: 11/16 Discriminator Loss: 0.0985 Generator Loss: 3.7816 Epoch: 11/16 Discriminator Loss: 0.7287 Generator Loss: 3.4282 Epoch: 11/16 Discriminator Loss: 0.4149 Generator Loss: 2.2310 Epoch: 11/16 Discriminator Loss: 0.0697 Generator Loss: 6.8156 Epoch: 11/16 Discriminator Loss: 1.2405 Generator Loss: 0.5212 Epoch: 11/16 Discriminator Loss: 0.1796 Generator Loss: 2.4326 Epoch: 11/16 Discriminator Loss: 1.9629 Generator Loss: 4.7262
Epoch: 11/16 Discriminator Loss: 0.2474 Generator Loss: 2.0545 Epoch: 11/16 Discriminator Loss: 0.5234 Generator Loss: 1.2352 Epoch: 11/16 Discriminator Loss: 0.1941 Generator Loss: 2.7250 Epoch: 11/16 Discriminator Loss: 0.4357 Generator Loss: 1.3572 Epoch: 11/16 Discriminator Loss: 0.6034 Generator Loss: 1.1506 Epoch: 11/16 Discriminator Loss: 0.3070 Generator Loss: 1.8965 Epoch: 11/16 Discriminator Loss: 0.4340 Generator Loss: 9.1613 Epoch: 11/16 Discriminator Loss: 0.0475 Generator Loss: 6.7534 Epoch: 11/16 Discriminator Loss: 0.9841 Generator Loss: 0.7133 Epoch: 11/16 Discriminator Loss: 0.4192 Generator Loss: 5.3197
Epoch: 11/16 Discriminator Loss: 0.2815 Generator Loss: 2.5001 Epoch: 11/16 Discriminator Loss: 0.9322 Generator Loss: 0.7163 Epoch: 11/16 Discriminator Loss: 0.6000 Generator Loss: 1.1679 Epoch: 11/16 Discriminator Loss: 1.4371 Generator Loss: 0.4237 Epoch: 11/16 Discriminator Loss: 0.7344 Generator Loss: 0.8914 Epoch: 11/16 Discriminator Loss: 0.0706 Generator Loss: 4.1984 Epoch: 11/16 Discriminator Loss: 0.0609 Generator Loss: 4.5406 Epoch: 11/16 Discriminator Loss: 0.7922 Generator Loss: 0.8074 Epoch: 11/16 Discriminator Loss: 1.3431 Generator Loss: 0.4117 Epoch: 11/16 Discriminator Loss: 0.3211 Generator Loss: 1.9590
Epoch: 11/16 Discriminator Loss: 1.0454 Generator Loss: 1.2810 Epoch: 11/16 Discriminator Loss: 0.2046 Generator Loss: 3.2621 Epoch: 11/16 Discriminator Loss: 0.8396 Generator Loss: 0.7622 Epoch: 11/16 Discriminator Loss: 0.0907 Generator Loss: 3.5516 Epoch: 11/16 Discriminator Loss: 0.0588 Generator Loss: 6.4812 Epoch: 11/16 Discriminator Loss: 0.3447 Generator Loss: 2.1396 Epoch: 11/16 Discriminator Loss: 4.6936 Generator Loss: 5.7909 Epoch: 11/16 Discriminator Loss: 0.8930 Generator Loss: 0.9017 Epoch: 11/16 Discriminator Loss: 0.2953 Generator Loss: 2.5420 Epoch: 11/16 Discriminator Loss: 0.3737 Generator Loss: 1.8178
Epoch: 11/16 Discriminator Loss: 0.1447 Generator Loss: 5.9658 Epoch: 11/16 Discriminator Loss: 0.2543 Generator Loss: 2.1810 Epoch: 11/16 Discriminator Loss: 0.2112 Generator Loss: 4.6188 Epoch: 11/16 Discriminator Loss: 0.1879 Generator Loss: 2.3429 Epoch: 11/16 Discriminator Loss: 0.7529 Generator Loss: 0.9418 Epoch: 11/16 Discriminator Loss: 0.0732 Generator Loss: 4.9073 Epoch: 11/16 Discriminator Loss: 1.5309 Generator Loss: 0.4262 Epoch: 11/16 Discriminator Loss: 0.3604 Generator Loss: 2.0955 Epoch: 11/16 Discriminator Loss: 0.2947 Generator Loss: 1.8160 Epoch: 11/16 Discriminator Loss: 0.1928 Generator Loss: 2.3215
Epoch: 11/16 Discriminator Loss: 1.4787 Generator Loss: 0.5140 Epoch: 11/16 Discriminator Loss: 0.0485 Generator Loss: 5.6499 Epoch: 11/16 Discriminator Loss: 1.8418 Generator Loss: 0.2479 Epoch: 11/16 Discriminator Loss: 0.0810 Generator Loss: 5.1753 Epoch: 11/16 Discriminator Loss: 0.1170 Generator Loss: 4.2512 Epoch: 11/16 Discriminator Loss: 2.2002 Generator Loss: 4.2404 Epoch: 11/16 Discriminator Loss: 0.9115 Generator Loss: 0.7016 Epoch: 11/16 Discriminator Loss: 0.4578 Generator Loss: 1.3321 Epoch: 11/16 Discriminator Loss: 0.2523 Generator Loss: 2.1352 Epoch: 11/16 Discriminator Loss: 0.5561 Generator Loss: 1.2284
Epoch: 11/16 Discriminator Loss: 0.4554 Generator Loss: 1.3572 Epoch: 11/16 Discriminator Loss: 0.3540 Generator Loss: 4.2919 Epoch: 11/16 Discriminator Loss: 0.1371 Generator Loss: 4.4616 Epoch: 11/16 Discriminator Loss: 0.2446 Generator Loss: 2.0126 Epoch: 11/16 Discriminator Loss: 0.1274 Generator Loss: 2.9695 Epoch: 11/16 Discriminator Loss: 0.1218 Generator Loss: 5.3379 Epoch: 11/16 Discriminator Loss: 0.1141 Generator Loss: 3.5678 Epoch: 11/16 Discriminator Loss: 0.0194 Generator Loss: 6.0011 Epoch: 11/16 Discriminator Loss: 0.1988 Generator Loss: 2.1342 Epoch: 11/16 Discriminator Loss: 0.1392 Generator Loss: 2.5901
Epoch: 11/16 Discriminator Loss: 0.1485 Generator Loss: 4.4079 Epoch: 11/16 Discriminator Loss: 0.0889 Generator Loss: 3.6143 Epoch: 11/16 Discriminator Loss: 0.4847 Generator Loss: 9.4901 Epoch: 11/16 Discriminator Loss: 1.3142 Generator Loss: 2.8665 Epoch: 11/16 Discriminator Loss: 0.8045 Generator Loss: 1.1112 Epoch: 11/16 Discriminator Loss: 1.3314 Generator Loss: 0.4208 Epoch: 11/16 Discriminator Loss: 1.2122 Generator Loss: 0.5071 Epoch: 11/16 Discriminator Loss: 0.4319 Generator Loss: 1.7213 Epoch: 11/16 Discriminator Loss: 0.1541 Generator Loss: 3.0142 Epoch: 11/16 Discriminator Loss: 0.3662 Generator Loss: 1.7405
Epoch: 11/16 Discriminator Loss: 0.3692 Generator Loss: 1.4885 Epoch: 11/16 Discriminator Loss: 0.1731 Generator Loss: 2.3600 Epoch: 11/16 Discriminator Loss: 0.2090 Generator Loss: 2.4291 Epoch: 11/16 Discriminator Loss: 0.6268 Generator Loss: 2.4761 Epoch: 11/16 Discriminator Loss: 0.1209 Generator Loss: 7.3147 Epoch: 11/16 Discriminator Loss: 0.9631 Generator Loss: 0.6391 Epoch: 11/16 Discriminator Loss: 0.8034 Generator Loss: 1.0106 Epoch: 11/16 Discriminator Loss: 0.5535 Generator Loss: 1.1680 Epoch: 11/16 Discriminator Loss: 0.0818 Generator Loss: 3.5896 Epoch: 11/16 Discriminator Loss: 0.6213 Generator Loss: 1.7074
Epoch: 11/16 Discriminator Loss: 0.1766 Generator Loss: 2.4022 Epoch: 11/16 Discriminator Loss: 0.4343 Generator Loss: 1.6230 Epoch: 11/16 Discriminator Loss: 0.3790 Generator Loss: 1.6637 Epoch: 11/16 Discriminator Loss: 0.9084 Generator Loss: 0.7835 Epoch: 11/16 Discriminator Loss: 0.1127 Generator Loss: 4.7256 Epoch: 11/16 Discriminator Loss: 0.2560 Generator Loss: 2.5064 Epoch: 11/16 Discriminator Loss: 0.6449 Generator Loss: 0.9808 Epoch: 11/16 Discriminator Loss: 0.5168 Generator Loss: 6.6332 Epoch: 11/16 Discriminator Loss: 0.1013 Generator Loss: 3.8232 Epoch: 11/16 Discriminator Loss: 0.1759 Generator Loss: 2.6730
Epoch: 11/16 Discriminator Loss: 0.0524 Generator Loss: 5.8410 Epoch: 11/16 Discriminator Loss: 0.6953 Generator Loss: 2.0616 Epoch: 11/16 Discriminator Loss: 0.6649 Generator Loss: 1.0225 Epoch: 11/16 Discriminator Loss: 2.0258 Generator Loss: 0.2127 Epoch: 11/16 Discriminator Loss: 0.0990 Generator Loss: 3.6407 Epoch: 11/16 Discriminator Loss: 0.0718 Generator Loss: 3.7852 Epoch: 11/16 Discriminator Loss: 0.1120 Generator Loss: 3.1936 Epoch: 11/16 Discriminator Loss: 0.1252 Generator Loss: 3.6762 Epoch: 11/16 Discriminator Loss: 0.2795 Generator Loss: 2.1893 Epoch: 11/16 Discriminator Loss: 0.0859 Generator Loss: 4.2626
Epoch: 11/16 Discriminator Loss: 0.0895 Generator Loss: 3.2406 Epoch: 11/16 Discriminator Loss: 0.0654 Generator Loss: 3.4756 Epoch: 11/16 Discriminator Loss: 0.8256 Generator Loss: 0.9098 Epoch: 11/16 Discriminator Loss: 0.7616 Generator Loss: 0.8481 Epoch: 11/16 Discriminator Loss: 0.1031 Generator Loss: 4.0021 Epoch: 11/16 Discriminator Loss: 0.7575 Generator Loss: 1.4852 Epoch: 11/16 Discriminator Loss: 0.5330 Generator Loss: 1.3470 Epoch: 11/16 Discriminator Loss: 0.1545 Generator Loss: 2.5701 Epoch: 11/16 Discriminator Loss: 0.1904 Generator Loss: 3.5300 Epoch: 11/16 Discriminator Loss: 0.1120 Generator Loss: 3.3497
Epoch: 12/16 Discriminator Loss: 1.1581 Generator Loss: 0.5220 Epoch: 12/16 Discriminator Loss: 1.2831 Generator Loss: 0.4688 Epoch: 12/16 Discriminator Loss: 0.2361 Generator Loss: 3.0595 Epoch: 12/16 Discriminator Loss: 0.1150 Generator Loss: 5.8884 Epoch: 12/16 Discriminator Loss: 0.0999 Generator Loss: 4.1421 Epoch: 12/16 Discriminator Loss: 0.1531 Generator Loss: 2.9071 Epoch: 12/16 Discriminator Loss: 0.0862 Generator Loss: 3.7417 Epoch: 12/16 Discriminator Loss: 0.1330 Generator Loss: 2.9412 Epoch: 12/16 Discriminator Loss: 0.4132 Generator Loss: 2.5838 Epoch: 12/16 Discriminator Loss: 0.1720 Generator Loss: 3.0748
Epoch: 12/16 Discriminator Loss: 0.5302 Generator Loss: 2.2120 Epoch: 12/16 Discriminator Loss: 0.6734 Generator Loss: 3.8615 Epoch: 12/16 Discriminator Loss: 0.6997 Generator Loss: 2.8076 Epoch: 12/16 Discriminator Loss: 3.5740 Generator Loss: 5.0110 Epoch: 12/16 Discriminator Loss: 0.9330 Generator Loss: 0.7943 Epoch: 12/16 Discriminator Loss: 0.3847 Generator Loss: 3.2834 Epoch: 12/16 Discriminator Loss: 1.0919 Generator Loss: 0.5967 Epoch: 12/16 Discriminator Loss: 0.7331 Generator Loss: 0.9707 Epoch: 12/16 Discriminator Loss: 0.5779 Generator Loss: 2.8105 Epoch: 12/16 Discriminator Loss: 0.6874 Generator Loss: 0.9622
Epoch: 12/16 Discriminator Loss: 0.5279 Generator Loss: 1.9781 Epoch: 12/16 Discriminator Loss: 0.3049 Generator Loss: 2.0005 Epoch: 12/16 Discriminator Loss: 0.8778 Generator Loss: 0.7586 Epoch: 12/16 Discriminator Loss: 0.0834 Generator Loss: 6.0345 Epoch: 12/16 Discriminator Loss: 0.2744 Generator Loss: 2.5005 Epoch: 12/16 Discriminator Loss: 0.5559 Generator Loss: 1.1606 Epoch: 12/16 Discriminator Loss: 0.4928 Generator Loss: 5.7133 Epoch: 12/16 Discriminator Loss: 0.8011 Generator Loss: 0.8973 Epoch: 12/16 Discriminator Loss: 0.2780 Generator Loss: 2.2140 Epoch: 12/16 Discriminator Loss: 0.1565 Generator Loss: 4.5421
Epoch: 12/16 Discriminator Loss: 0.2261 Generator Loss: 3.1252 Epoch: 12/16 Discriminator Loss: 0.1939 Generator Loss: 3.1886 Epoch: 12/16 Discriminator Loss: 0.1913 Generator Loss: 2.3724 Epoch: 12/16 Discriminator Loss: 0.1757 Generator Loss: 2.3178 Epoch: 12/16 Discriminator Loss: 0.1548 Generator Loss: 3.9853 Epoch: 12/16 Discriminator Loss: 0.3096 Generator Loss: 2.4210 Epoch: 12/16 Discriminator Loss: 0.6500 Generator Loss: 1.8523 Epoch: 12/16 Discriminator Loss: 2.0320 Generator Loss: 4.1202 Epoch: 12/16 Discriminator Loss: 0.5371 Generator Loss: 1.5097 Epoch: 12/16 Discriminator Loss: 0.4592 Generator Loss: 1.7400
Epoch: 12/16 Discriminator Loss: 0.2038 Generator Loss: 3.6885 Epoch: 12/16 Discriminator Loss: 0.1085 Generator Loss: 3.2293 Epoch: 12/16 Discriminator Loss: 0.9064 Generator Loss: 0.6805 Epoch: 12/16 Discriminator Loss: 0.5596 Generator Loss: 2.0010 Epoch: 12/16 Discriminator Loss: 1.3462 Generator Loss: 5.0154 Epoch: 12/16 Discriminator Loss: 0.2751 Generator Loss: 2.1858 Epoch: 12/16 Discriminator Loss: 0.6017 Generator Loss: 2.4769 Epoch: 12/16 Discriminator Loss: 0.2129 Generator Loss: 2.4040 Epoch: 12/16 Discriminator Loss: 0.1093 Generator Loss: 3.6494 Epoch: 12/16 Discriminator Loss: 0.4133 Generator Loss: 5.8336
Epoch: 12/16 Discriminator Loss: 0.0698 Generator Loss: 4.8626 Epoch: 12/16 Discriminator Loss: 1.0954 Generator Loss: 0.7883 Epoch: 12/16 Discriminator Loss: 1.1566 Generator Loss: 2.2117 Epoch: 12/16 Discriminator Loss: 0.2928 Generator Loss: 1.8526 Epoch: 12/16 Discriminator Loss: 0.3708 Generator Loss: 1.5911 Epoch: 12/16 Discriminator Loss: 0.2955 Generator Loss: 1.7489 Epoch: 12/16 Discriminator Loss: 1.2038 Generator Loss: 0.4898 Epoch: 12/16 Discriminator Loss: 0.4170 Generator Loss: 3.0366 Epoch: 12/16 Discriminator Loss: 0.1661 Generator Loss: 4.3317 Epoch: 12/16 Discriminator Loss: 0.0694 Generator Loss: 7.0963
Epoch: 12/16 Discriminator Loss: 0.1653 Generator Loss: 2.4945 Epoch: 12/16 Discriminator Loss: 0.2326 Generator Loss: 3.6906 Epoch: 12/16 Discriminator Loss: 0.4286 Generator Loss: 1.7592 Epoch: 12/16 Discriminator Loss: 1.1501 Generator Loss: 0.5275 Epoch: 12/16 Discriminator Loss: 0.5663 Generator Loss: 1.2400 Epoch: 12/16 Discriminator Loss: 0.2009 Generator Loss: 2.1592 Epoch: 12/16 Discriminator Loss: 0.2712 Generator Loss: 2.1407 Epoch: 12/16 Discriminator Loss: 0.5869 Generator Loss: 2.9467 Epoch: 12/16 Discriminator Loss: 0.2498 Generator Loss: 2.1688 Epoch: 12/16 Discriminator Loss: 0.4125 Generator Loss: 1.8066
Epoch: 12/16 Discriminator Loss: 0.3317 Generator Loss: 1.9628 Epoch: 12/16 Discriminator Loss: 1.6236 Generator Loss: 0.3555 Epoch: 12/16 Discriminator Loss: 0.1825 Generator Loss: 2.7558 Epoch: 12/16 Discriminator Loss: 0.7054 Generator Loss: 0.9253 Epoch: 12/16 Discriminator Loss: 0.0916 Generator Loss: 4.0787 Epoch: 12/16 Discriminator Loss: 0.1023 Generator Loss: 4.8498 Epoch: 12/16 Discriminator Loss: 0.6136 Generator Loss: 1.4799 Epoch: 12/16 Discriminator Loss: 0.5977 Generator Loss: 3.1549 Epoch: 12/16 Discriminator Loss: 0.0742 Generator Loss: 3.8951 Epoch: 12/16 Discriminator Loss: 0.2571 Generator Loss: 2.0493
Epoch: 12/16 Discriminator Loss: 0.8310 Generator Loss: 1.5498 Epoch: 12/16 Discriminator Loss: 0.0835 Generator Loss: 3.6552 Epoch: 12/16 Discriminator Loss: 0.0627 Generator Loss: 4.5490 Epoch: 12/16 Discriminator Loss: 0.1348 Generator Loss: 2.6082 Epoch: 12/16 Discriminator Loss: 0.1076 Generator Loss: 4.3518 Epoch: 12/16 Discriminator Loss: 0.0678 Generator Loss: 3.6568 Epoch: 12/16 Discriminator Loss: 0.5997 Generator Loss: 3.3638 Epoch: 12/16 Discriminator Loss: 0.1584 Generator Loss: 2.4304 Epoch: 12/16 Discriminator Loss: 1.1722 Generator Loss: 0.8707 Epoch: 12/16 Discriminator Loss: 0.2844 Generator Loss: 2.1106
Epoch: 12/16 Discriminator Loss: 1.4074 Generator Loss: 0.4319 Epoch: 12/16 Discriminator Loss: 0.6800 Generator Loss: 1.2095 Epoch: 12/16 Discriminator Loss: 0.3320 Generator Loss: 1.7653 Epoch: 12/16 Discriminator Loss: 0.0699 Generator Loss: 7.8772 Epoch: 12/16 Discriminator Loss: 0.9895 Generator Loss: 0.8764 Epoch: 12/16 Discriminator Loss: 0.2425 Generator Loss: 2.2651 Epoch: 12/16 Discriminator Loss: 0.4014 Generator Loss: 1.4791 Epoch: 12/16 Discriminator Loss: 0.3627 Generator Loss: 3.8702 Epoch: 12/16 Discriminator Loss: 0.0867 Generator Loss: 5.2526 Epoch: 12/16 Discriminator Loss: 0.0718 Generator Loss: 5.4557
Epoch: 12/16 Discriminator Loss: 0.6991 Generator Loss: 1.0439 Epoch: 12/16 Discriminator Loss: 0.7865 Generator Loss: 0.9735 Epoch: 12/16 Discriminator Loss: 0.5253 Generator Loss: 1.2378 Epoch: 12/16 Discriminator Loss: 1.0550 Generator Loss: 0.6613 Epoch: 12/16 Discriminator Loss: 0.4263 Generator Loss: 1.5263 Epoch: 12/16 Discriminator Loss: 0.0666 Generator Loss: 7.0959 Epoch: 12/16 Discriminator Loss: 0.0723 Generator Loss: 3.7731 Epoch: 12/16 Discriminator Loss: 1.7586 Generator Loss: 3.8857 Epoch: 12/16 Discriminator Loss: 0.8516 Generator Loss: 0.9133 Epoch: 12/16 Discriminator Loss: 0.1550 Generator Loss: 3.7985
Epoch: 12/16 Discriminator Loss: 1.5581 Generator Loss: 1.5963 Epoch: 12/16 Discriminator Loss: 0.7242 Generator Loss: 0.9728 Epoch: 12/16 Discriminator Loss: 0.5841 Generator Loss: 1.7455 Epoch: 12/16 Discriminator Loss: 0.5689 Generator Loss: 1.2341 Epoch: 12/16 Discriminator Loss: 0.5563 Generator Loss: 1.4626 Epoch: 12/16 Discriminator Loss: 0.6686 Generator Loss: 1.4395 Epoch: 12/16 Discriminator Loss: 0.7621 Generator Loss: 1.4106 Epoch: 12/16 Discriminator Loss: 0.6129 Generator Loss: 1.0201 Epoch: 12/16 Discriminator Loss: 0.1771 Generator Loss: 3.0721 Epoch: 12/16 Discriminator Loss: 1.1657 Generator Loss: 0.5521
Epoch: 12/16 Discriminator Loss: 1.3785 Generator Loss: 0.4357 Epoch: 12/16 Discriminator Loss: 0.1321 Generator Loss: 3.4051 Epoch: 12/16 Discriminator Loss: 0.4696 Generator Loss: 1.3909 Epoch: 12/16 Discriminator Loss: 0.4365 Generator Loss: 1.8527 Epoch: 12/16 Discriminator Loss: 0.7240 Generator Loss: 1.6189 Epoch: 12/16 Discriminator Loss: 0.3528 Generator Loss: 2.1370 Epoch: 12/16 Discriminator Loss: 0.3238 Generator Loss: 1.7852 Epoch: 12/16 Discriminator Loss: 0.7308 Generator Loss: 0.8977 Epoch: 12/16 Discriminator Loss: 0.4979 Generator Loss: 2.4963 Epoch: 12/16 Discriminator Loss: 0.2636 Generator Loss: 4.8545
Epoch: 12/16 Discriminator Loss: 0.3492 Generator Loss: 1.4955 Epoch: 12/16 Discriminator Loss: 0.6395 Generator Loss: 3.9173 Epoch: 12/16 Discriminator Loss: 1.2991 Generator Loss: 2.0949 Epoch: 12/16 Discriminator Loss: 0.1010 Generator Loss: 3.5149 Epoch: 12/16 Discriminator Loss: 1.1323 Generator Loss: 1.6550 Epoch: 12/16 Discriminator Loss: 0.1287 Generator Loss: 5.4195 Epoch: 12/16 Discriminator Loss: 0.0835 Generator Loss: 4.1182 Epoch: 12/16 Discriminator Loss: 1.5669 Generator Loss: 3.2615 Epoch: 12/16 Discriminator Loss: 0.4940 Generator Loss: 1.4134 Epoch: 12/16 Discriminator Loss: 0.5943 Generator Loss: 1.1894
Epoch: 12/16 Discriminator Loss: 0.3050 Generator Loss: 2.0894 Epoch: 12/16 Discriminator Loss: 0.1541 Generator Loss: 3.4033 Epoch: 12/16 Discriminator Loss: 0.6794 Generator Loss: 2.0910 Epoch: 12/16 Discriminator Loss: 0.6746 Generator Loss: 0.9421 Epoch: 12/16 Discriminator Loss: 0.4705 Generator Loss: 1.6798 Epoch: 12/16 Discriminator Loss: 0.6295 Generator Loss: 1.0712 Epoch: 12/16 Discriminator Loss: 0.5154 Generator Loss: 5.4556 Epoch: 12/16 Discriminator Loss: 0.1137 Generator Loss: 4.8385 Epoch: 12/16 Discriminator Loss: 0.2222 Generator Loss: 4.3521 Epoch: 12/16 Discriminator Loss: 0.4542 Generator Loss: 1.3826
Epoch: 12/16 Discriminator Loss: 0.5265 Generator Loss: 1.5557 Epoch: 12/16 Discriminator Loss: 0.8971 Generator Loss: 0.7249 Epoch: 12/16 Discriminator Loss: 0.1274 Generator Loss: 4.6991 Epoch: 12/16 Discriminator Loss: 0.2103 Generator Loss: 2.5797 Epoch: 12/16 Discriminator Loss: 0.0810 Generator Loss: 5.2400 Epoch: 12/16 Discriminator Loss: 0.2118 Generator Loss: 2.4258 Epoch: 12/16 Discriminator Loss: 0.3135 Generator Loss: 2.4177 Epoch: 12/16 Discriminator Loss: 0.4084 Generator Loss: 1.3581 Epoch: 13/16 Discriminator Loss: 0.1375 Generator Loss: 3.0333 Epoch: 13/16 Discriminator Loss: 0.1953 Generator Loss: 3.3015
Epoch: 13/16 Discriminator Loss: 0.3873 Generator Loss: 1.7693 Epoch: 13/16 Discriminator Loss: 0.0910 Generator Loss: 6.4553 Epoch: 13/16 Discriminator Loss: 0.4382 Generator Loss: 1.3937 Epoch: 13/16 Discriminator Loss: 0.8347 Generator Loss: 0.7705 Epoch: 13/16 Discriminator Loss: 0.2272 Generator Loss: 8.0125 Epoch: 13/16 Discriminator Loss: 0.1253 Generator Loss: 3.4641 Epoch: 13/16 Discriminator Loss: 0.1270 Generator Loss: 2.9220 Epoch: 13/16 Discriminator Loss: 1.7499 Generator Loss: 0.2761 Epoch: 13/16 Discriminator Loss: 0.2839 Generator Loss: 3.0775 Epoch: 13/16 Discriminator Loss: 0.3952 Generator Loss: 2.2450
Epoch: 13/16 Discriminator Loss: 0.3752 Generator Loss: 1.6795 Epoch: 13/16 Discriminator Loss: 0.1300 Generator Loss: 3.3594 Epoch: 13/16 Discriminator Loss: 0.0614 Generator Loss: 4.7998 Epoch: 13/16 Discriminator Loss: 1.3893 Generator Loss: 0.3936 Epoch: 13/16 Discriminator Loss: 0.2896 Generator Loss: 1.8896 Epoch: 13/16 Discriminator Loss: 0.3808 Generator Loss: 1.6251 Epoch: 13/16 Discriminator Loss: 0.8745 Generator Loss: 0.7297 Epoch: 13/16 Discriminator Loss: 1.3982 Generator Loss: 0.4077 Epoch: 13/16 Discriminator Loss: 1.0410 Generator Loss: 3.2633 Epoch: 13/16 Discriminator Loss: 0.3678 Generator Loss: 7.3515
Epoch: 13/16 Discriminator Loss: 0.6121 Generator Loss: 3.1395 Epoch: 13/16 Discriminator Loss: 0.1218 Generator Loss: 5.0749 Epoch: 13/16 Discriminator Loss: 0.3884 Generator Loss: 1.6102 Epoch: 13/16 Discriminator Loss: 0.2184 Generator Loss: 2.3344 Epoch: 13/16 Discriminator Loss: 0.0910 Generator Loss: 4.0538 Epoch: 13/16 Discriminator Loss: 0.4204 Generator Loss: 2.3522 Epoch: 13/16 Discriminator Loss: 0.9428 Generator Loss: 1.3045 Epoch: 13/16 Discriminator Loss: 0.7541 Generator Loss: 0.9389 Epoch: 13/16 Discriminator Loss: 0.5809 Generator Loss: 1.1446 Epoch: 13/16 Discriminator Loss: 3.1617 Generator Loss: 4.9120
Epoch: 13/16 Discriminator Loss: 0.6173 Generator Loss: 1.2037 Epoch: 13/16 Discriminator Loss: 0.4294 Generator Loss: 1.5672 Epoch: 13/16 Discriminator Loss: 0.3921 Generator Loss: 1.5404 Epoch: 13/16 Discriminator Loss: 0.2280 Generator Loss: 2.1587 Epoch: 13/16 Discriminator Loss: 0.0924 Generator Loss: 3.6800 Epoch: 13/16 Discriminator Loss: 1.4238 Generator Loss: 0.4080 Epoch: 13/16 Discriminator Loss: 0.1501 Generator Loss: 4.4506 Epoch: 13/16 Discriminator Loss: 0.2857 Generator Loss: 1.9333 Epoch: 13/16 Discriminator Loss: 0.2817 Generator Loss: 1.7837 Epoch: 13/16 Discriminator Loss: 0.7719 Generator Loss: 1.2905
Epoch: 13/16 Discriminator Loss: 0.1248 Generator Loss: 3.1720 Epoch: 13/16 Discriminator Loss: 0.3641 Generator Loss: 1.7234 Epoch: 13/16 Discriminator Loss: 0.5228 Generator Loss: 2.3485 Epoch: 13/16 Discriminator Loss: 0.5175 Generator Loss: 1.5309 Epoch: 13/16 Discriminator Loss: 0.6512 Generator Loss: 1.0472 Epoch: 13/16 Discriminator Loss: 0.1175 Generator Loss: 3.4637 Epoch: 13/16 Discriminator Loss: 0.9056 Generator Loss: 0.7384 Epoch: 13/16 Discriminator Loss: 2.5381 Generator Loss: 0.1153 Epoch: 13/16 Discriminator Loss: 0.6352 Generator Loss: 1.1326 Epoch: 13/16 Discriminator Loss: 0.7389 Generator Loss: 0.9471
Epoch: 13/16 Discriminator Loss: 2.1709 Generator Loss: 0.1994 Epoch: 13/16 Discriminator Loss: 1.1571 Generator Loss: 0.5109 Epoch: 13/16 Discriminator Loss: 0.7868 Generator Loss: 0.9099 Epoch: 13/16 Discriminator Loss: 0.8380 Generator Loss: 0.8586 Epoch: 13/16 Discriminator Loss: 0.9370 Generator Loss: 0.7098 Epoch: 13/16 Discriminator Loss: 0.6607 Generator Loss: 1.0456 Epoch: 13/16 Discriminator Loss: 0.0757 Generator Loss: 4.9478 Epoch: 13/16 Discriminator Loss: 0.4293 Generator Loss: 1.3979 Epoch: 13/16 Discriminator Loss: 0.6980 Generator Loss: 1.0768 Epoch: 13/16 Discriminator Loss: 0.4909 Generator Loss: 2.8774
Epoch: 13/16 Discriminator Loss: 0.3312 Generator Loss: 1.7888 Epoch: 13/16 Discriminator Loss: 0.1743 Generator Loss: 2.5829 Epoch: 13/16 Discriminator Loss: 0.4060 Generator Loss: 3.2932 Epoch: 13/16 Discriminator Loss: 0.7807 Generator Loss: 0.9129 Epoch: 13/16 Discriminator Loss: 1.0163 Generator Loss: 0.5949 Epoch: 13/16 Discriminator Loss: 0.2570 Generator Loss: 3.7962 Epoch: 13/16 Discriminator Loss: 0.6274 Generator Loss: 1.3921 Epoch: 13/16 Discriminator Loss: 0.0415 Generator Loss: 5.7123 Epoch: 13/16 Discriminator Loss: 0.3166 Generator Loss: 2.9913 Epoch: 13/16 Discriminator Loss: 0.0823 Generator Loss: 5.1795
Epoch: 13/16 Discriminator Loss: 0.5832 Generator Loss: 1.1182 Epoch: 13/16 Discriminator Loss: 0.4422 Generator Loss: 1.8635 Epoch: 13/16 Discriminator Loss: 0.1593 Generator Loss: 3.4913 Epoch: 13/16 Discriminator Loss: 0.2094 Generator Loss: 2.4502 Epoch: 13/16 Discriminator Loss: 0.4778 Generator Loss: 1.9012 Epoch: 13/16 Discriminator Loss: 0.2001 Generator Loss: 2.1615 Epoch: 13/16 Discriminator Loss: 0.2472 Generator Loss: 2.0022 Epoch: 13/16 Discriminator Loss: 0.3149 Generator Loss: 1.6523 Epoch: 13/16 Discriminator Loss: 0.4167 Generator Loss: 1.6986 Epoch: 13/16 Discriminator Loss: 0.1266 Generator Loss: 3.3915
Epoch: 13/16 Discriminator Loss: 0.1127 Generator Loss: 3.1889 Epoch: 13/16 Discriminator Loss: 0.1966 Generator Loss: 3.2930 Epoch: 13/16 Discriminator Loss: 0.2435 Generator Loss: 7.0579 Epoch: 13/16 Discriminator Loss: 0.2028 Generator Loss: 5.2453 Epoch: 13/16 Discriminator Loss: 0.4348 Generator Loss: 1.3910 Epoch: 13/16 Discriminator Loss: 0.4150 Generator Loss: 1.7579 Epoch: 13/16 Discriminator Loss: 0.0807 Generator Loss: 3.3860 Epoch: 13/16 Discriminator Loss: 0.0792 Generator Loss: 6.1752 Epoch: 13/16 Discriminator Loss: 0.3076 Generator Loss: 2.6714 Epoch: 13/16 Discriminator Loss: 1.3547 Generator Loss: 0.4369
Epoch: 13/16 Discriminator Loss: 0.2399 Generator Loss: 2.5453 Epoch: 13/16 Discriminator Loss: 0.6028 Generator Loss: 1.1309 Epoch: 13/16 Discriminator Loss: 0.1826 Generator Loss: 3.2189 Epoch: 13/16 Discriminator Loss: 0.4920 Generator Loss: 1.4425 Epoch: 13/16 Discriminator Loss: 0.5971 Generator Loss: 1.1119 Epoch: 13/16 Discriminator Loss: 1.1465 Generator Loss: 4.9954 Epoch: 13/16 Discriminator Loss: 1.3305 Generator Loss: 0.5386 Epoch: 13/16 Discriminator Loss: 0.2304 Generator Loss: 2.5196 Epoch: 13/16 Discriminator Loss: 0.1419 Generator Loss: 2.9618 Epoch: 13/16 Discriminator Loss: 1.7830 Generator Loss: 0.3199
Epoch: 13/16 Discriminator Loss: 0.1988 Generator Loss: 2.6115 Epoch: 13/16 Discriminator Loss: 2.1910 Generator Loss: 0.1696 Epoch: 13/16 Discriminator Loss: 0.2955 Generator Loss: 1.9153 Epoch: 13/16 Discriminator Loss: 0.3579 Generator Loss: 2.9149 Epoch: 13/16 Discriminator Loss: 0.6376 Generator Loss: 3.1580 Epoch: 13/16 Discriminator Loss: 0.8186 Generator Loss: 0.8261 Epoch: 13/16 Discriminator Loss: 0.2091 Generator Loss: 2.9160 Epoch: 13/16 Discriminator Loss: 0.4166 Generator Loss: 1.9264 Epoch: 13/16 Discriminator Loss: 0.1719 Generator Loss: 2.6082 Epoch: 13/16 Discriminator Loss: 0.4224 Generator Loss: 2.2816
Epoch: 13/16 Discriminator Loss: 0.9518 Generator Loss: 0.9074 Epoch: 13/16 Discriminator Loss: 0.0374 Generator Loss: 6.3638 Epoch: 13/16 Discriminator Loss: 0.1236 Generator Loss: 2.8675 Epoch: 13/16 Discriminator Loss: 1.6840 Generator Loss: 0.3012 Epoch: 13/16 Discriminator Loss: 0.5338 Generator Loss: 1.5117 Epoch: 13/16 Discriminator Loss: 0.2643 Generator Loss: 2.8734 Epoch: 13/16 Discriminator Loss: 0.2778 Generator Loss: 3.1967 Epoch: 13/16 Discriminator Loss: 0.4827 Generator Loss: 1.3079 Epoch: 13/16 Discriminator Loss: 0.2510 Generator Loss: 2.1571 Epoch: 13/16 Discriminator Loss: 0.5114 Generator Loss: 1.2957
Epoch: 13/16 Discriminator Loss: 0.0569 Generator Loss: 3.8253 Epoch: 13/16 Discriminator Loss: 0.3393 Generator Loss: 2.6546 Epoch: 13/16 Discriminator Loss: 0.3793 Generator Loss: 2.3767 Epoch: 13/16 Discriminator Loss: 0.6314 Generator Loss: 3.9396 Epoch: 13/16 Discriminator Loss: 0.5370 Generator Loss: 1.3379 Epoch: 13/16 Discriminator Loss: 0.3717 Generator Loss: 1.5484 Epoch: 13/16 Discriminator Loss: 0.2656 Generator Loss: 2.0780 Epoch: 13/16 Discriminator Loss: 1.9152 Generator Loss: 0.3035 Epoch: 13/16 Discriminator Loss: 0.0746 Generator Loss: 4.8821 Epoch: 13/16 Discriminator Loss: 0.0905 Generator Loss: 4.7850
Epoch: 13/16 Discriminator Loss: 0.0326 Generator Loss: 6.2976 Epoch: 13/16 Discriminator Loss: 3.3234 Generator Loss: 0.0696 Epoch: 13/16 Discriminator Loss: 1.2354 Generator Loss: 2.3528 Epoch: 13/16 Discriminator Loss: 1.0244 Generator Loss: 0.8237 Epoch: 13/16 Discriminator Loss: 1.1745 Generator Loss: 0.5491 Epoch: 13/16 Discriminator Loss: 0.5220 Generator Loss: 1.3619 Epoch: 13/16 Discriminator Loss: 0.6137 Generator Loss: 1.1474 Epoch: 13/16 Discriminator Loss: 0.9620 Generator Loss: 0.7328 Epoch: 13/16 Discriminator Loss: 1.1338 Generator Loss: 0.5642 Epoch: 13/16 Discriminator Loss: 0.1446 Generator Loss: 3.5522
Epoch: 13/16 Discriminator Loss: 1.3288 Generator Loss: 0.4228 Epoch: 13/16 Discriminator Loss: 0.1410 Generator Loss: 3.0881 Epoch: 13/16 Discriminator Loss: 0.2912 Generator Loss: 2.6981 Epoch: 13/16 Discriminator Loss: 0.1545 Generator Loss: 4.8852 Epoch: 13/16 Discriminator Loss: 0.0521 Generator Loss: 5.0045 Epoch: 13/16 Discriminator Loss: 0.0666 Generator Loss: 3.9429 Epoch: 13/16 Discriminator Loss: 0.1911 Generator Loss: 3.1416 Epoch: 13/16 Discriminator Loss: 0.5013 Generator Loss: 1.4825 Epoch: 13/16 Discriminator Loss: 0.1397 Generator Loss: 3.4705 Epoch: 13/16 Discriminator Loss: 0.3428 Generator Loss: 1.5495
Epoch: 13/16 Discriminator Loss: 1.4889 Generator Loss: 0.3402 Epoch: 13/16 Discriminator Loss: 0.0732 Generator Loss: 5.6629 Epoch: 13/16 Discriminator Loss: 0.4613 Generator Loss: 3.1513 Epoch: 13/16 Discriminator Loss: 0.1092 Generator Loss: 3.6882 Epoch: 13/16 Discriminator Loss: 0.5324 Generator Loss: 1.1883 Epoch: 13/16 Discriminator Loss: 0.0575 Generator Loss: 4.5102 Epoch: 14/16 Discriminator Loss: 0.3340 Generator Loss: 1.8288 Epoch: 14/16 Discriminator Loss: 0.4023 Generator Loss: 1.4952 Epoch: 14/16 Discriminator Loss: 1.2618 Generator Loss: 3.0965 Epoch: 14/16 Discriminator Loss: 0.5219 Generator Loss: 1.7346
Epoch: 14/16 Discriminator Loss: 0.6625 Generator Loss: 1.0124 Epoch: 14/16 Discriminator Loss: 1.6743 Generator Loss: 0.3532 Epoch: 14/16 Discriminator Loss: 0.6881 Generator Loss: 0.9158 Epoch: 14/16 Discriminator Loss: 0.7019 Generator Loss: 1.6715 Epoch: 14/16 Discriminator Loss: 0.5137 Generator Loss: 1.4743 Epoch: 14/16 Discriminator Loss: 0.4832 Generator Loss: 1.3851 Epoch: 14/16 Discriminator Loss: 0.1039 Generator Loss: 3.4132 Epoch: 14/16 Discriminator Loss: 0.6725 Generator Loss: 1.0503 Epoch: 14/16 Discriminator Loss: 0.7120 Generator Loss: 0.9026 Epoch: 14/16 Discriminator Loss: 0.0851 Generator Loss: 8.8361
Epoch: 14/16 Discriminator Loss: 0.0603 Generator Loss: 4.8107 Epoch: 14/16 Discriminator Loss: 1.2579 Generator Loss: 0.4648 Epoch: 14/16 Discriminator Loss: 1.8038 Generator Loss: 1.4630 Epoch: 14/16 Discriminator Loss: 0.8276 Generator Loss: 1.2357 Epoch: 14/16 Discriminator Loss: 0.2950 Generator Loss: 2.0212 Epoch: 14/16 Discriminator Loss: 0.4278 Generator Loss: 2.4639 Epoch: 14/16 Discriminator Loss: 0.2014 Generator Loss: 2.6417 Epoch: 14/16 Discriminator Loss: 0.8025 Generator Loss: 1.6019 Epoch: 14/16 Discriminator Loss: 0.5304 Generator Loss: 1.1919 Epoch: 14/16 Discriminator Loss: 0.7220 Generator Loss: 0.8769
Epoch: 14/16 Discriminator Loss: 0.0946 Generator Loss: 3.4393 Epoch: 14/16 Discriminator Loss: 0.2375 Generator Loss: 2.9185 Epoch: 14/16 Discriminator Loss: 0.0908 Generator Loss: 4.9896 Epoch: 14/16 Discriminator Loss: 1.0212 Generator Loss: 0.6797 Epoch: 14/16 Discriminator Loss: 0.8019 Generator Loss: 0.8412 Epoch: 14/16 Discriminator Loss: 0.9085 Generator Loss: 0.7589 Epoch: 14/16 Discriminator Loss: 0.5959 Generator Loss: 1.2487 Epoch: 14/16 Discriminator Loss: 0.6146 Generator Loss: 1.2933 Epoch: 14/16 Discriminator Loss: 0.5778 Generator Loss: 1.2740 Epoch: 14/16 Discriminator Loss: 0.1683 Generator Loss: 2.9292
Epoch: 14/16 Discriminator Loss: 0.0651 Generator Loss: 6.5714 Epoch: 14/16 Discriminator Loss: 0.4017 Generator Loss: 1.9103 Epoch: 14/16 Discriminator Loss: 0.2742 Generator Loss: 1.9604 Epoch: 14/16 Discriminator Loss: 0.4228 Generator Loss: 1.3672 Epoch: 14/16 Discriminator Loss: 0.0565 Generator Loss: 5.1891 Epoch: 14/16 Discriminator Loss: 0.7832 Generator Loss: 1.0195 Epoch: 14/16 Discriminator Loss: 0.8154 Generator Loss: 1.5832 Epoch: 14/16 Discriminator Loss: 0.8331 Generator Loss: 2.5094 Epoch: 14/16 Discriminator Loss: 2.2644 Generator Loss: 4.0366 Epoch: 14/16 Discriminator Loss: 1.1294 Generator Loss: 0.6108
Epoch: 14/16 Discriminator Loss: 0.5176 Generator Loss: 1.6382 Epoch: 14/16 Discriminator Loss: 0.3205 Generator Loss: 1.9353 Epoch: 14/16 Discriminator Loss: 0.1072 Generator Loss: 3.8664 Epoch: 14/16 Discriminator Loss: 0.5587 Generator Loss: 2.5757 Epoch: 14/16 Discriminator Loss: 0.9363 Generator Loss: 0.7562 Epoch: 14/16 Discriminator Loss: 0.3711 Generator Loss: 1.5799 Epoch: 14/16 Discriminator Loss: 0.1872 Generator Loss: 2.5526 Epoch: 14/16 Discriminator Loss: 1.5635 Generator Loss: 2.2965 Epoch: 14/16 Discriminator Loss: 2.0053 Generator Loss: 0.2219 Epoch: 14/16 Discriminator Loss: 0.1860 Generator Loss: 4.0714
Epoch: 14/16 Discriminator Loss: 0.6089 Generator Loss: 1.1691 Epoch: 14/16 Discriminator Loss: 0.1272 Generator Loss: 3.8073 Epoch: 14/16 Discriminator Loss: 0.2503 Generator Loss: 2.0546 Epoch: 14/16 Discriminator Loss: 0.2441 Generator Loss: 2.0542 Epoch: 14/16 Discriminator Loss: 0.4300 Generator Loss: 1.5572 Epoch: 14/16 Discriminator Loss: 0.3500 Generator Loss: 1.8506 Epoch: 14/16 Discriminator Loss: 0.9085 Generator Loss: 0.7310 Epoch: 14/16 Discriminator Loss: 0.3471 Generator Loss: 1.7382 Epoch: 14/16 Discriminator Loss: 0.5794 Generator Loss: 1.1099 Epoch: 14/16 Discriminator Loss: 0.3336 Generator Loss: 1.6149
Epoch: 14/16 Discriminator Loss: 0.5153 Generator Loss: 1.2979 Epoch: 14/16 Discriminator Loss: 1.5583 Generator Loss: 0.3227 Epoch: 14/16 Discriminator Loss: 0.6259 Generator Loss: 2.1556 Epoch: 14/16 Discriminator Loss: 0.1951 Generator Loss: 2.5895 Epoch: 14/16 Discriminator Loss: 1.3873 Generator Loss: 4.1296 Epoch: 14/16 Discriminator Loss: 0.7491 Generator Loss: 1.8688 Epoch: 14/16 Discriminator Loss: 0.3061 Generator Loss: 2.1338 Epoch: 14/16 Discriminator Loss: 0.9800 Generator Loss: 0.6672 Epoch: 14/16 Discriminator Loss: 0.2595 Generator Loss: 5.2142 Epoch: 14/16 Discriminator Loss: 0.4108 Generator Loss: 1.7423
Epoch: 14/16 Discriminator Loss: 0.5091 Generator Loss: 2.2792 Epoch: 14/16 Discriminator Loss: 0.2853 Generator Loss: 1.9115 Epoch: 14/16 Discriminator Loss: 0.0734 Generator Loss: 5.3245 Epoch: 14/16 Discriminator Loss: 0.4378 Generator Loss: 1.4915 Epoch: 14/16 Discriminator Loss: 2.1971 Generator Loss: 0.2556 Epoch: 14/16 Discriminator Loss: 0.6110 Generator Loss: 1.7734 Epoch: 14/16 Discriminator Loss: 0.3981 Generator Loss: 2.8279 Epoch: 14/16 Discriminator Loss: 0.6569 Generator Loss: 1.1900 Epoch: 14/16 Discriminator Loss: 0.1744 Generator Loss: 3.2106 Epoch: 14/16 Discriminator Loss: 0.2367 Generator Loss: 2.3156
Epoch: 14/16 Discriminator Loss: 1.1306 Generator Loss: 0.5850 Epoch: 14/16 Discriminator Loss: 0.6497 Generator Loss: 1.0407 Epoch: 14/16 Discriminator Loss: 0.3475 Generator Loss: 2.1328 Epoch: 14/16 Discriminator Loss: 0.4157 Generator Loss: 1.4689 Epoch: 14/16 Discriminator Loss: 0.3887 Generator Loss: 1.7993 Epoch: 14/16 Discriminator Loss: 0.0434 Generator Loss: 7.5643 Epoch: 14/16 Discriminator Loss: 0.1201 Generator Loss: 3.1152 Epoch: 14/16 Discriminator Loss: 0.2208 Generator Loss: 4.4222 Epoch: 14/16 Discriminator Loss: 0.2324 Generator Loss: 2.0338 Epoch: 14/16 Discriminator Loss: 0.3088 Generator Loss: 1.7173
Epoch: 14/16 Discriminator Loss: 0.2764 Generator Loss: 1.9135 Epoch: 14/16 Discriminator Loss: 0.3738 Generator Loss: 6.5300 Epoch: 14/16 Discriminator Loss: 1.3618 Generator Loss: 0.4402 Epoch: 14/16 Discriminator Loss: 0.3057 Generator Loss: 2.9398 Epoch: 14/16 Discriminator Loss: 0.0895 Generator Loss: 3.4656 Epoch: 14/16 Discriminator Loss: 0.4180 Generator Loss: 1.5474 Epoch: 14/16 Discriminator Loss: 1.4585 Generator Loss: 0.3623 Epoch: 14/16 Discriminator Loss: 0.1326 Generator Loss: 3.4090 Epoch: 14/16 Discriminator Loss: 1.3607 Generator Loss: 4.2821 Epoch: 14/16 Discriminator Loss: 0.5888 Generator Loss: 1.1423
Epoch: 14/16 Discriminator Loss: 0.2629 Generator Loss: 2.5854 Epoch: 14/16 Discriminator Loss: 0.0520 Generator Loss: 8.1762 Epoch: 14/16 Discriminator Loss: 0.1336 Generator Loss: 3.8499 Epoch: 14/16 Discriminator Loss: 0.1649 Generator Loss: 2.7478 Epoch: 14/16 Discriminator Loss: 0.7725 Generator Loss: 0.8614 Epoch: 14/16 Discriminator Loss: 1.1575 Generator Loss: 2.8825 Epoch: 14/16 Discriminator Loss: 0.2805 Generator Loss: 2.0672 Epoch: 14/16 Discriminator Loss: 0.2632 Generator Loss: 3.0603 Epoch: 14/16 Discriminator Loss: 0.5365 Generator Loss: 2.8129 Epoch: 14/16 Discriminator Loss: 0.7321 Generator Loss: 2.5460
Epoch: 14/16 Discriminator Loss: 0.6997 Generator Loss: 1.0720 Epoch: 14/16 Discriminator Loss: 0.4442 Generator Loss: 1.3887 Epoch: 14/16 Discriminator Loss: 0.6563 Generator Loss: 1.0644 Epoch: 14/16 Discriminator Loss: 0.6585 Generator Loss: 0.9407 Epoch: 14/16 Discriminator Loss: 0.0767 Generator Loss: 4.6115 Epoch: 14/16 Discriminator Loss: 0.7562 Generator Loss: 2.0336 Epoch: 14/16 Discriminator Loss: 0.3653 Generator Loss: 2.2232 Epoch: 14/16 Discriminator Loss: 0.3872 Generator Loss: 1.7087 Epoch: 14/16 Discriminator Loss: 0.1973 Generator Loss: 2.8246 Epoch: 14/16 Discriminator Loss: 0.4354 Generator Loss: 2.5599
Epoch: 14/16 Discriminator Loss: 0.3099 Generator Loss: 2.3501 Epoch: 14/16 Discriminator Loss: 0.4627 Generator Loss: 1.3284 Epoch: 14/16 Discriminator Loss: 0.9573 Generator Loss: 0.6825 Epoch: 14/16 Discriminator Loss: 0.9314 Generator Loss: 0.9322 Epoch: 14/16 Discriminator Loss: 0.5066 Generator Loss: 1.7179 Epoch: 14/16 Discriminator Loss: 0.2238 Generator Loss: 3.8215 Epoch: 14/16 Discriminator Loss: 0.2523 Generator Loss: 2.0462 Epoch: 14/16 Discriminator Loss: 0.3746 Generator Loss: 2.0723 Epoch: 14/16 Discriminator Loss: 0.1679 Generator Loss: 2.4588 Epoch: 14/16 Discriminator Loss: 0.4276 Generator Loss: 1.4256
Epoch: 14/16 Discriminator Loss: 0.0559 Generator Loss: 4.6209 Epoch: 14/16 Discriminator Loss: 0.9821 Generator Loss: 0.7160 Epoch: 14/16 Discriminator Loss: 1.6787 Generator Loss: 0.3100 Epoch: 14/16 Discriminator Loss: 0.5850 Generator Loss: 1.2105 Epoch: 14/16 Discriminator Loss: 0.3680 Generator Loss: 1.6800 Epoch: 14/16 Discriminator Loss: 0.1190 Generator Loss: 3.2455 Epoch: 14/16 Discriminator Loss: 0.3073 Generator Loss: 1.7638 Epoch: 14/16 Discriminator Loss: 0.7341 Generator Loss: 0.9592 Epoch: 14/16 Discriminator Loss: 0.0544 Generator Loss: 6.1414 Epoch: 14/16 Discriminator Loss: 0.7583 Generator Loss: 2.9199
Epoch: 14/16 Discriminator Loss: 0.6159 Generator Loss: 1.1537 Epoch: 14/16 Discriminator Loss: 0.3004 Generator Loss: 2.2760 Epoch: 14/16 Discriminator Loss: 0.4309 Generator Loss: 4.0265 Epoch: 14/16 Discriminator Loss: 0.5769 Generator Loss: 1.5037 Epoch: 14/16 Discriminator Loss: 0.2731 Generator Loss: 2.7070 Epoch: 14/16 Discriminator Loss: 0.5172 Generator Loss: 1.3069 Epoch: 14/16 Discriminator Loss: 0.0841 Generator Loss: 3.5240 Epoch: 14/16 Discriminator Loss: 0.3019 Generator Loss: 2.9442 Epoch: 14/16 Discriminator Loss: 0.4674 Generator Loss: 1.4522 Epoch: 14/16 Discriminator Loss: 0.8552 Generator Loss: 0.7986
Epoch: 14/16 Discriminator Loss: 0.1096 Generator Loss: 2.8996 Epoch: 14/16 Discriminator Loss: 1.8903 Generator Loss: 0.2606 Epoch: 14/16 Discriminator Loss: 1.6093 Generator Loss: 0.4258 Epoch: 14/16 Discriminator Loss: 0.3745 Generator Loss: 1.7992 Epoch: 15/16 Discriminator Loss: 0.4246 Generator Loss: 1.4027 Epoch: 15/16 Discriminator Loss: 0.6110 Generator Loss: 1.0624 Epoch: 15/16 Discriminator Loss: 0.6385 Generator Loss: 1.1256 Epoch: 15/16 Discriminator Loss: 0.7107 Generator Loss: 4.1282 Epoch: 15/16 Discriminator Loss: 0.9083 Generator Loss: 0.7631 Epoch: 15/16 Discriminator Loss: 0.6032 Generator Loss: 1.7205
Epoch: 15/16 Discriminator Loss: 0.6666 Generator Loss: 6.0585 Epoch: 15/16 Discriminator Loss: 0.4632 Generator Loss: 1.4534 Epoch: 15/16 Discriminator Loss: 0.9007 Generator Loss: 0.7685 Epoch: 15/16 Discriminator Loss: 0.7741 Generator Loss: 0.9749 Epoch: 15/16 Discriminator Loss: 0.5687 Generator Loss: 2.4954 Epoch: 15/16 Discriminator Loss: 0.0705 Generator Loss: 4.4253 Epoch: 15/16 Discriminator Loss: 1.2838 Generator Loss: 0.4649 Epoch: 15/16 Discriminator Loss: 0.3010 Generator Loss: 2.1864 Epoch: 15/16 Discriminator Loss: 0.8003 Generator Loss: 1.0902 Epoch: 15/16 Discriminator Loss: 0.3382 Generator Loss: 1.9379
Epoch: 15/16 Discriminator Loss: 0.2372 Generator Loss: 2.9857 Epoch: 15/16 Discriminator Loss: 0.1054 Generator Loss: 3.3026 Epoch: 15/16 Discriminator Loss: 0.1795 Generator Loss: 3.0368 Epoch: 15/16 Discriminator Loss: 0.5761 Generator Loss: 1.2234 Epoch: 15/16 Discriminator Loss: 1.1597 Generator Loss: 0.5445 Epoch: 15/16 Discriminator Loss: 0.8642 Generator Loss: 0.8146 Epoch: 15/16 Discriminator Loss: 0.4853 Generator Loss: 2.7636 Epoch: 15/16 Discriminator Loss: 0.5880 Generator Loss: 1.1823 Epoch: 15/16 Discriminator Loss: 1.2111 Generator Loss: 0.5282 Epoch: 15/16 Discriminator Loss: 0.2091 Generator Loss: 3.8264
Epoch: 15/16 Discriminator Loss: 0.8405 Generator Loss: 0.7589 Epoch: 15/16 Discriminator Loss: 0.2706 Generator Loss: 2.0920 Epoch: 15/16 Discriminator Loss: 0.1369 Generator Loss: 3.0131 Epoch: 15/16 Discriminator Loss: 0.4662 Generator Loss: 1.3374 Epoch: 15/16 Discriminator Loss: 0.0940 Generator Loss: 5.9726 Epoch: 15/16 Discriminator Loss: 0.4365 Generator Loss: 1.5780 Epoch: 15/16 Discriminator Loss: 0.0275 Generator Loss: 7.8221 Epoch: 15/16 Discriminator Loss: 1.6376 Generator Loss: 2.8478 Epoch: 15/16 Discriminator Loss: 0.0686 Generator Loss: 5.3109 Epoch: 15/16 Discriminator Loss: 0.6734 Generator Loss: 0.9729
Epoch: 15/16 Discriminator Loss: 0.9075 Generator Loss: 0.7685 Epoch: 15/16 Discriminator Loss: 0.4571 Generator Loss: 1.2919 Epoch: 15/16 Discriminator Loss: 0.1462 Generator Loss: 3.1777 Epoch: 15/16 Discriminator Loss: 1.0328 Generator Loss: 0.6318 Epoch: 15/16 Discriminator Loss: 0.3061 Generator Loss: 2.7671 Epoch: 15/16 Discriminator Loss: 0.1597 Generator Loss: 4.4280 Epoch: 15/16 Discriminator Loss: 2.0816 Generator Loss: 0.2245 Epoch: 15/16 Discriminator Loss: 0.6637 Generator Loss: 1.1234 Epoch: 15/16 Discriminator Loss: 0.1308 Generator Loss: 4.8422 Epoch: 15/16 Discriminator Loss: 1.0250 Generator Loss: 0.6495
Epoch: 15/16 Discriminator Loss: 0.3304 Generator Loss: 1.6526 Epoch: 15/16 Discriminator Loss: 0.4020 Generator Loss: 4.4579 Epoch: 15/16 Discriminator Loss: 0.2462 Generator Loss: 2.3789 Epoch: 15/16 Discriminator Loss: 1.2825 Generator Loss: 0.4925 Epoch: 15/16 Discriminator Loss: 1.0384 Generator Loss: 0.6244 Epoch: 15/16 Discriminator Loss: 1.1653 Generator Loss: 0.4950 Epoch: 15/16 Discriminator Loss: 0.2919 Generator Loss: 1.9535 Epoch: 15/16 Discriminator Loss: 0.8042 Generator Loss: 0.9329 Epoch: 15/16 Discriminator Loss: 0.2020 Generator Loss: 2.2952 Epoch: 15/16 Discriminator Loss: 0.7526 Generator Loss: 0.9937
Epoch: 15/16 Discriminator Loss: 0.2025 Generator Loss: 2.6723 Epoch: 15/16 Discriminator Loss: 0.4321 Generator Loss: 2.2170 Epoch: 15/16 Discriminator Loss: 0.1929 Generator Loss: 2.7347 Epoch: 15/16 Discriminator Loss: 0.0738 Generator Loss: 5.4146 Epoch: 15/16 Discriminator Loss: 0.2583 Generator Loss: 2.2767 Epoch: 15/16 Discriminator Loss: 0.8702 Generator Loss: 0.8333 Epoch: 15/16 Discriminator Loss: 0.3991 Generator Loss: 1.6186 Epoch: 15/16 Discriminator Loss: 0.1037 Generator Loss: 3.5959 Epoch: 15/16 Discriminator Loss: 1.1273 Generator Loss: 2.5282 Epoch: 15/16 Discriminator Loss: 0.6415 Generator Loss: 1.4802
Epoch: 15/16 Discriminator Loss: 0.7838 Generator Loss: 2.1753 Epoch: 15/16 Discriminator Loss: 0.2870 Generator Loss: 2.4553 Epoch: 15/16 Discriminator Loss: 0.5936 Generator Loss: 1.1593 Epoch: 15/16 Discriminator Loss: 0.6041 Generator Loss: 2.3459 Epoch: 15/16 Discriminator Loss: 0.5652 Generator Loss: 1.3588 Epoch: 15/16 Discriminator Loss: 0.2043 Generator Loss: 5.5691 Epoch: 15/16 Discriminator Loss: 0.0689 Generator Loss: 6.1303 Epoch: 15/16 Discriminator Loss: 0.7292 Generator Loss: 1.0132 Epoch: 15/16 Discriminator Loss: 0.5895 Generator Loss: 2.1168 Epoch: 15/16 Discriminator Loss: 0.4001 Generator Loss: 1.7451
Epoch: 15/16 Discriminator Loss: 0.3400 Generator Loss: 1.6831 Epoch: 15/16 Discriminator Loss: 0.1875 Generator Loss: 2.5123 Epoch: 15/16 Discriminator Loss: 0.1659 Generator Loss: 2.7382 Epoch: 15/16 Discriminator Loss: 0.2945 Generator Loss: 1.8269 Epoch: 15/16 Discriminator Loss: 1.1687 Generator Loss: 3.4383 Epoch: 15/16 Discriminator Loss: 1.7540 Generator Loss: 0.3263 Epoch: 15/16 Discriminator Loss: 0.6609 Generator Loss: 1.4704 Epoch: 15/16 Discriminator Loss: 0.3245 Generator Loss: 2.0098 Epoch: 15/16 Discriminator Loss: 0.2201 Generator Loss: 2.4947 Epoch: 15/16 Discriminator Loss: 0.8943 Generator Loss: 0.8164
Epoch: 15/16 Discriminator Loss: 0.9193 Generator Loss: 0.8203 Epoch: 15/16 Discriminator Loss: 0.3409 Generator Loss: 1.7623 Epoch: 15/16 Discriminator Loss: 0.2607 Generator Loss: 2.6557 Epoch: 15/16 Discriminator Loss: 0.8984 Generator Loss: 0.8880 Epoch: 15/16 Discriminator Loss: 0.5084 Generator Loss: 1.3758 Epoch: 15/16 Discriminator Loss: 0.4514 Generator Loss: 1.3606 Epoch: 15/16 Discriminator Loss: 0.2113 Generator Loss: 2.2208 Epoch: 15/16 Discriminator Loss: 0.8680 Generator Loss: 0.8049 Epoch: 15/16 Discriminator Loss: 1.5149 Generator Loss: 0.4400 Epoch: 15/16 Discriminator Loss: 0.5051 Generator Loss: 2.1850
Epoch: 15/16 Discriminator Loss: 1.1561 Generator Loss: 0.5587 Epoch: 15/16 Discriminator Loss: 0.7039 Generator Loss: 1.1406 Epoch: 15/16 Discriminator Loss: 0.7177 Generator Loss: 0.9662 Epoch: 15/16 Discriminator Loss: 0.6390 Generator Loss: 1.1121 Epoch: 15/16 Discriminator Loss: 2.1382 Generator Loss: 0.1896 Epoch: 15/16 Discriminator Loss: 1.4040 Generator Loss: 0.4040 Epoch: 15/16 Discriminator Loss: 0.3499 Generator Loss: 2.0858 Epoch: 15/16 Discriminator Loss: 0.5279 Generator Loss: 1.4247 Epoch: 15/16 Discriminator Loss: 0.2954 Generator Loss: 2.1639 Epoch: 15/16 Discriminator Loss: 0.3897 Generator Loss: 2.3552
Epoch: 15/16 Discriminator Loss: 0.3003 Generator Loss: 1.9358 Epoch: 15/16 Discriminator Loss: 0.7589 Generator Loss: 0.8814 Epoch: 15/16 Discriminator Loss: 0.0689 Generator Loss: 6.3238 Epoch: 15/16 Discriminator Loss: 0.4339 Generator Loss: 3.8861 Epoch: 15/16 Discriminator Loss: 0.5888 Generator Loss: 2.4479 Epoch: 15/16 Discriminator Loss: 0.1257 Generator Loss: 3.2526 Epoch: 15/16 Discriminator Loss: 0.2495 Generator Loss: 2.0171 Epoch: 15/16 Discriminator Loss: 0.7702 Generator Loss: 1.6198 Epoch: 15/16 Discriminator Loss: 1.0377 Generator Loss: 0.6556 Epoch: 15/16 Discriminator Loss: 0.6762 Generator Loss: 1.7243
Epoch: 15/16 Discriminator Loss: 0.6849 Generator Loss: 2.0712 Epoch: 15/16 Discriminator Loss: 0.3722 Generator Loss: 1.7465 Epoch: 15/16 Discriminator Loss: 1.4119 Generator Loss: 0.4933 Epoch: 15/16 Discriminator Loss: 0.1782 Generator Loss: 2.8917 Epoch: 15/16 Discriminator Loss: 0.7503 Generator Loss: 3.4145 Epoch: 15/16 Discriminator Loss: 1.4917 Generator Loss: 3.5605 Epoch: 15/16 Discriminator Loss: 0.8387 Generator Loss: 4.2206 Epoch: 15/16 Discriminator Loss: 0.0879 Generator Loss: 5.6520 Epoch: 15/16 Discriminator Loss: 0.4248 Generator Loss: 1.4585 Epoch: 15/16 Discriminator Loss: 0.1107 Generator Loss: 4.0293
Epoch: 15/16 Discriminator Loss: 0.6511 Generator Loss: 0.9995 Epoch: 15/16 Discriminator Loss: 0.9552 Generator Loss: 0.8653 Epoch: 15/16 Discriminator Loss: 0.1628 Generator Loss: 3.1531 Epoch: 15/16 Discriminator Loss: 1.2372 Generator Loss: 0.5067 Epoch: 15/16 Discriminator Loss: 0.8919 Generator Loss: 2.2284 Epoch: 15/16 Discriminator Loss: 1.3617 Generator Loss: 0.4658 Epoch: 15/16 Discriminator Loss: 0.2272 Generator Loss: 2.1863 Epoch: 15/16 Discriminator Loss: 0.3404 Generator Loss: 1.8737 Epoch: 15/16 Discriminator Loss: 0.3548 Generator Loss: 2.4510 Epoch: 15/16 Discriminator Loss: 0.8201 Generator Loss: 1.1931
Epoch: 15/16 Discriminator Loss: 0.2375 Generator Loss: 3.8219 Epoch: 15/16 Discriminator Loss: 0.1526 Generator Loss: 2.8797 Epoch: 15/16 Discriminator Loss: 0.5609 Generator Loss: 1.2064 Epoch: 15/16 Discriminator Loss: 0.2778 Generator Loss: 1.9795 Epoch: 15/16 Discriminator Loss: 2.0840 Generator Loss: 4.4253 Epoch: 15/16 Discriminator Loss: 0.5731 Generator Loss: 1.3104 Epoch: 15/16 Discriminator Loss: 0.0885 Generator Loss: 4.0588 Epoch: 15/16 Discriminator Loss: 0.8167 Generator Loss: 0.8741 Epoch: 15/16 Discriminator Loss: 1.0194 Generator Loss: 0.7877 Epoch: 15/16 Discriminator Loss: 0.4036 Generator Loss: 4.0395
Epoch: 15/16 Discriminator Loss: 1.3596 Generator Loss: 3.1146 Epoch: 15/16 Discriminator Loss: 0.3449 Generator Loss: 2.1580 Epoch: 15/16 Discriminator Loss: 0.1641 Generator Loss: 3.1114 Epoch: 15/16 Discriminator Loss: 0.9273 Generator Loss: 0.7294 Epoch: 15/16 Discriminator Loss: 0.8131 Generator Loss: 1.2043 Epoch: 15/16 Discriminator Loss: 0.2502 Generator Loss: 2.2991 Epoch: 15/16 Discriminator Loss: 0.7167 Generator Loss: 1.0089 Epoch: 15/16 Discriminator Loss: 0.1439 Generator Loss: 5.4375 Epoch: 15/16 Discriminator Loss: 0.3596 Generator Loss: 1.8432 Epoch: 15/16 Discriminator Loss: 0.8641 Generator Loss: 1.1961
Epoch: 15/16 Discriminator Loss: 0.3755 Generator Loss: 1.6885 Epoch: 15/16 Discriminator Loss: 0.4232 Generator Loss: 1.6356 Epoch: 15/16 Discriminator Loss: 1.8100 Generator Loss: 0.3108 Epoch: 16/16 Discriminator Loss: 0.9790 Generator Loss: 0.7828 Epoch: 16/16 Discriminator Loss: 1.0835 Generator Loss: 0.6414 Epoch: 16/16 Discriminator Loss: 0.1829 Generator Loss: 3.6777 Epoch: 16/16 Discriminator Loss: 0.5107 Generator Loss: 1.7557 Epoch: 16/16 Discriminator Loss: 0.3376 Generator Loss: 3.2533 Epoch: 16/16 Discriminator Loss: 0.6386 Generator Loss: 0.9739 Epoch: 16/16 Discriminator Loss: 0.3683 Generator Loss: 1.6357
Epoch: 16/16 Discriminator Loss: 0.7096 Generator Loss: 1.0834 Epoch: 16/16 Discriminator Loss: 0.7692 Generator Loss: 0.8192 Epoch: 16/16 Discriminator Loss: 0.5489 Generator Loss: 1.2071 Epoch: 16/16 Discriminator Loss: 0.1254 Generator Loss: 4.2519 Epoch: 16/16 Discriminator Loss: 0.7305 Generator Loss: 0.9054 Epoch: 16/16 Discriminator Loss: 0.3850 Generator Loss: 1.6223 Epoch: 16/16 Discriminator Loss: 0.2765 Generator Loss: 2.0589 Epoch: 16/16 Discriminator Loss: 0.0780 Generator Loss: 6.2907 Epoch: 16/16 Discriminator Loss: 1.4082 Generator Loss: 0.3935 Epoch: 16/16 Discriminator Loss: 0.1787 Generator Loss: 2.8480
Epoch: 16/16 Discriminator Loss: 0.0685 Generator Loss: 5.5502 Epoch: 16/16 Discriminator Loss: 0.4369 Generator Loss: 1.6347 Epoch: 16/16 Discriminator Loss: 0.5499 Generator Loss: 1.4972 Epoch: 16/16 Discriminator Loss: 0.1502 Generator Loss: 3.3211 Epoch: 16/16 Discriminator Loss: 0.2956 Generator Loss: 1.8445 Epoch: 16/16 Discriminator Loss: 0.1938 Generator Loss: 2.3436 Epoch: 16/16 Discriminator Loss: 2.2419 Generator Loss: 0.1809 Epoch: 16/16 Discriminator Loss: 0.7330 Generator Loss: 1.0305 Epoch: 16/16 Discriminator Loss: 0.5041 Generator Loss: 1.8245 Epoch: 16/16 Discriminator Loss: 0.6256 Generator Loss: 2.7650
Epoch: 16/16 Discriminator Loss: 0.4797 Generator Loss: 1.6672 Epoch: 16/16 Discriminator Loss: 0.2610 Generator Loss: 3.9144 Epoch: 16/16 Discriminator Loss: 0.1479 Generator Loss: 2.8580 Epoch: 16/16 Discriminator Loss: 0.4278 Generator Loss: 1.5444 Epoch: 16/16 Discriminator Loss: 0.3562 Generator Loss: 2.0709 Epoch: 16/16 Discriminator Loss: 0.5230 Generator Loss: 1.4262 Epoch: 16/16 Discriminator Loss: 0.8020 Generator Loss: 1.7548 Epoch: 16/16 Discriminator Loss: 0.3834 Generator Loss: 1.9147 Epoch: 16/16 Discriminator Loss: 0.4162 Generator Loss: 1.4909 Epoch: 16/16 Discriminator Loss: 0.1778 Generator Loss: 5.2116
Epoch: 16/16 Discriminator Loss: 0.7958 Generator Loss: 1.1062 Epoch: 16/16 Discriminator Loss: 0.2057 Generator Loss: 3.1956 Epoch: 16/16 Discriminator Loss: 0.2127 Generator Loss: 2.3004 Epoch: 16/16 Discriminator Loss: 0.1757 Generator Loss: 3.4589 Epoch: 16/16 Discriminator Loss: 0.0547 Generator Loss: 5.4837 Epoch: 16/16 Discriminator Loss: 0.1839 Generator Loss: 2.4457 Epoch: 16/16 Discriminator Loss: 0.8439 Generator Loss: 1.6109 Epoch: 16/16 Discriminator Loss: 0.5470 Generator Loss: 1.7481 Epoch: 16/16 Discriminator Loss: 0.2343 Generator Loss: 4.2741 Epoch: 16/16 Discriminator Loss: 0.2072 Generator Loss: 2.7096
Epoch: 16/16 Discriminator Loss: 0.3593 Generator Loss: 2.8779 Epoch: 16/16 Discriminator Loss: 0.3792 Generator Loss: 1.6953 Epoch: 16/16 Discriminator Loss: 1.8818 Generator Loss: 4.5842 Epoch: 16/16 Discriminator Loss: 0.9793 Generator Loss: 3.4599 Epoch: 16/16 Discriminator Loss: 2.7169 Generator Loss: 4.1003 Epoch: 16/16 Discriminator Loss: 1.0840 Generator Loss: 0.7184 Epoch: 16/16 Discriminator Loss: 0.1485 Generator Loss: 3.8960 Epoch: 16/16 Discriminator Loss: 0.5984 Generator Loss: 1.2295 Epoch: 16/16 Discriminator Loss: 0.6476 Generator Loss: 1.1104 Epoch: 16/16 Discriminator Loss: 0.9881 Generator Loss: 0.7175
Epoch: 16/16 Discriminator Loss: 0.9627 Generator Loss: 0.6701 Epoch: 16/16 Discriminator Loss: 0.3880 Generator Loss: 1.6756 Epoch: 16/16 Discriminator Loss: 1.0975 Generator Loss: 0.5761 Epoch: 16/16 Discriminator Loss: 0.9560 Generator Loss: 0.7556 Epoch: 16/16 Discriminator Loss: 0.7038 Generator Loss: 0.9537 Epoch: 16/16 Discriminator Loss: 0.3860 Generator Loss: 2.0537 Epoch: 16/16 Discriminator Loss: 0.3412 Generator Loss: 3.5882 Epoch: 16/16 Discriminator Loss: 0.5572 Generator Loss: 1.3297 Epoch: 16/16 Discriminator Loss: 0.3689 Generator Loss: 1.7033 Epoch: 16/16 Discriminator Loss: 1.3628 Generator Loss: 0.4157
Epoch: 16/16 Discriminator Loss: 0.3278 Generator Loss: 1.9154 Epoch: 16/16 Discriminator Loss: 0.6596 Generator Loss: 1.1966 Epoch: 16/16 Discriminator Loss: 0.7825 Generator Loss: 1.0474 Epoch: 16/16 Discriminator Loss: 0.4124 Generator Loss: 1.6490 Epoch: 16/16 Discriminator Loss: 0.5335 Generator Loss: 1.3304 Epoch: 16/16 Discriminator Loss: 0.3249 Generator Loss: 1.9570 Epoch: 16/16 Discriminator Loss: 0.6342 Generator Loss: 1.0563 Epoch: 16/16 Discriminator Loss: 0.5992 Generator Loss: 1.3050 Epoch: 16/16 Discriminator Loss: 0.3057 Generator Loss: 2.1514 Epoch: 16/16 Discriminator Loss: 0.2528 Generator Loss: 2.5343
Epoch: 16/16 Discriminator Loss: 0.1714 Generator Loss: 2.8419 Epoch: 16/16 Discriminator Loss: 0.8766 Generator Loss: 0.7685 Epoch: 16/16 Discriminator Loss: 1.0216 Generator Loss: 0.7992 Epoch: 16/16 Discriminator Loss: 0.4368 Generator Loss: 1.3788 Epoch: 16/16 Discriminator Loss: 0.9484 Generator Loss: 0.7275 Epoch: 16/16 Discriminator Loss: 0.3566 Generator Loss: 1.8997 Epoch: 16/16 Discriminator Loss: 0.8739 Generator Loss: 4.1165 Epoch: 16/16 Discriminator Loss: 0.7850 Generator Loss: 3.3841 Epoch: 16/16 Discriminator Loss: 0.2860 Generator Loss: 2.3104 Epoch: 16/16 Discriminator Loss: 0.1682 Generator Loss: 3.7272
Epoch: 16/16 Discriminator Loss: 0.2570 Generator Loss: 2.2612 Epoch: 16/16 Discriminator Loss: 1.4475 Generator Loss: 0.4426 Epoch: 16/16 Discriminator Loss: 1.3342 Generator Loss: 0.4338 Epoch: 16/16 Discriminator Loss: 0.3031 Generator Loss: 1.9502 Epoch: 16/16 Discriminator Loss: 0.3348 Generator Loss: 1.7397 Epoch: 16/16 Discriminator Loss: 0.1867 Generator Loss: 2.4400 Epoch: 16/16 Discriminator Loss: 0.8471 Generator Loss: 0.8753 Epoch: 16/16 Discriminator Loss: 0.8041 Generator Loss: 0.8725 Epoch: 16/16 Discriminator Loss: 0.7621 Generator Loss: 1.4065 Epoch: 16/16 Discriminator Loss: 0.6844 Generator Loss: 0.9729
Epoch: 16/16 Discriminator Loss: 0.4597 Generator Loss: 2.5796 Epoch: 16/16 Discriminator Loss: 0.5755 Generator Loss: 1.3526 Epoch: 16/16 Discriminator Loss: 0.8005 Generator Loss: 0.8618 Epoch: 16/16 Discriminator Loss: 2.4059 Generator Loss: 4.3066 Epoch: 16/16 Discriminator Loss: 0.5442 Generator Loss: 1.3019 Epoch: 16/16 Discriminator Loss: 1.2682 Generator Loss: 3.7161 Epoch: 16/16 Discriminator Loss: 1.9664 Generator Loss: 0.2726 Epoch: 16/16 Discriminator Loss: 0.9583 Generator Loss: 0.7465 Epoch: 16/16 Discriminator Loss: 1.9222 Generator Loss: 3.2256 Epoch: 16/16 Discriminator Loss: 0.7459 Generator Loss: 0.9268
Epoch: 16/16 Discriminator Loss: 0.8626 Generator Loss: 1.0116 Epoch: 16/16 Discriminator Loss: 0.9417 Generator Loss: 0.6605 Epoch: 16/16 Discriminator Loss: 0.7930 Generator Loss: 1.0549 Epoch: 16/16 Discriminator Loss: 0.6244 Generator Loss: 1.1820 Epoch: 16/16 Discriminator Loss: 0.4888 Generator Loss: 1.3425 Epoch: 16/16 Discriminator Loss: 0.9161 Generator Loss: 0.8502 Epoch: 16/16 Discriminator Loss: 0.1958 Generator Loss: 2.7603 Epoch: 16/16 Discriminator Loss: 1.0762 Generator Loss: 0.6169 Epoch: 16/16 Discriminator Loss: 0.1904 Generator Loss: 2.8543 Epoch: 16/16 Discriminator Loss: 0.6914 Generator Loss: 0.9970
Epoch: 16/16 Discriminator Loss: 0.3816 Generator Loss: 3.3617 Epoch: 16/16 Discriminator Loss: 0.4430 Generator Loss: 1.3703 Epoch: 16/16 Discriminator Loss: 0.5511 Generator Loss: 1.1785 Epoch: 16/16 Discriminator Loss: 0.7738 Generator Loss: 0.8588 Epoch: 16/16 Discriminator Loss: 0.6313 Generator Loss: 1.3321 Epoch: 16/16 Discriminator Loss: 1.5330 Generator Loss: 0.3374 Epoch: 16/16 Discriminator Loss: 1.1542 Generator Loss: 2.8047 Epoch: 16/16 Discriminator Loss: 0.6473 Generator Loss: 1.1254 Epoch: 16/16 Discriminator Loss: 1.6306 Generator Loss: 0.3105 Epoch: 16/16 Discriminator Loss: 0.5174 Generator Loss: 1.4262
Epoch: 16/16 Discriminator Loss: 0.4123 Generator Loss: 1.9088 Epoch: 16/16 Discriminator Loss: 0.1898 Generator Loss: 3.0627 Epoch: 16/16 Discriminator Loss: 0.5809 Generator Loss: 1.7844 Epoch: 16/16 Discriminator Loss: 1.1007 Generator Loss: 0.6439 Epoch: 16/16 Discriminator Loss: 1.1360 Generator Loss: 0.5683 Epoch: 16/16 Discriminator Loss: 0.3827 Generator Loss: 1.6554 Epoch: 16/16 Discriminator Loss: 0.7207 Generator Loss: 0.9632 Epoch: 16/16 Discriminator Loss: 0.2780 Generator Loss: 3.0848 Epoch: 16/16 Discriminator Loss: 0.5041 Generator Loss: 1.9103 Epoch: 16/16 Discriminator Loss: 0.2833 Generator Loss: 1.8820
Epoch: 16/16 Discriminator Loss: 0.4605 Generator Loss: 1.5370 Epoch: 16/16 Discriminator Loss: 0.3560 Generator Loss: 2.0647 Epoch: 16/16 Discriminator Loss: 0.1456 Generator Loss: 3.0551 Epoch: 16/16 Discriminator Loss: 0.4592 Generator Loss: 3.9418 Epoch: 16/16 Discriminator Loss: 0.4289 Generator Loss: 1.4637 Epoch: 16/16 Discriminator Loss: 0.6520 Generator Loss: 2.6558 Epoch: 16/16 Discriminator Loss: 0.1317 Generator Loss: 3.6217 Epoch: 16/16 Discriminator Loss: 1.1149 Generator Loss: 0.5699 Epoch: 16/16 Discriminator Loss: 0.6964 Generator Loss: 1.0306 Epoch: 16/16 Discriminator Loss: 0.8837 Generator Loss: 0.7592
Epoch: 16/16 Discriminator Loss: 0.3814 Generator Loss: 1.6128 Epoch: 16/16 Discriminator Loss: 1.0501 Generator Loss: 0.5971 Epoch: 16/16 Discriminator Loss: 0.4958 Generator Loss: 1.6976 Epoch: 16/16 Discriminator Loss: 1.0450 Generator Loss: 0.6501 Epoch: 16/16 Discriminator Loss: 0.3944 Generator Loss: 1.7228 Epoch: 16/16 Discriminator Loss: 0.4509 Generator Loss: 1.3654 Epoch: 16/16 Discriminator Loss: 0.4239 Generator Loss: 1.8905 Epoch: 16/16 Discriminator Loss: 0.4658 Generator Loss: 2.0339 Epoch: 16/16 Discriminator Loss: 0.1390 Generator Loss: 4.3370 Epoch: 16/16 Discriminator Loss: 0.4685 Generator Loss: 1.8873
Epoch: 16/16 Discriminator Loss: 0.4558 Generator Loss: 1.8757
提交本项目前,确保运行所有 cells 后保存该文件。
保存该文件为 "dlnd_face_generation.ipynb", 并另存为 HTML 格式 "File" -> "Download as"。提交项目时请附带 "helper.py" 和 "problem_unittests.py" 文件。